Fake-News Task Preparations: Cognitive Control and Motivated Reasoning

Data cleaning, data checks, and some preparations for further analyses, in particular based on the Fake News Game.

# use groundhog to make code maximally reproducible
if (!require("groundhog", quietly = TRUE)) {
  install.packages("groundhog")
}
library("groundhog")

# use groundhog to install and load packages
pkgs <- c("here",         # System path management
          "tidyverse",    # ggplot, dplyr, %>%, and friends
          "tinytable",    # Lightweight package to create tables
          "modelsummary", # Data and model summaries with tables and plots
          "pandoc",       # Required for saving tables as docx
          "hrbrthemes",   # Additional ggplot themes
          "showtext",     # So that fonts also work on mac
          "extrafont",    # Additional fonts for plots etc
          "patchwork"     # Combine ggplot objects
          )

groundhog.library(pkgs, "2024-07-01") 

Data Preparations

Add the same subj_idx as from the gng_task to the raw data.

data_raw <- data_raw %>%
  left_join(id_table, by = "Participant Private ID")

# check if it worked
id_check <- data_raw %>%
  select(`Participant Private ID`, subj_idx) %>%
  distinct() 

id_check %>% 
  full_join(id_table, by = "Participant Private ID") %>% 
  head()

# A tibble: 6 × 3
  `Participant Private ID` subj_idx.x subj_idx.y
                     <dbl>      <dbl>      <dbl>
1                 11693545        252        252
2                 11693590        382        382
3                 11693585          1          1
4                 11693627        253        253
5                 11693677          2          2
6                 11693724          3          3

Data Check & First Variable Calculations

How many guesses were correct? I also create a new variable that will allow us to filter out these rows later.

data_cal <- data_raw %>%
  mutate(is_correct = case_when(
    Screen == "Question" & !is.na(correct_answer) ~ as.numeric(response) == as.numeric(correct_answer),
    TRUE ~ NA_real_
  )) 

Warning: There was 1 warning in `mutate()`.
ℹ In argument: `is_correct = case_when(...)`.
Caused by warning:
! NAs introduced by coercion

data_cal %>% 
  filter(is_correct == T) %>% 
  select(subj_idx, question_topic, response, correct_answer, guess_correct) %>% 
  tt()

sum(data_cal$is_correct, na.rm = T)

data_cal <- data_cal %>% 
  group_by(subj_idx, question_topic) %>%
  fill(is_correct, .direction = "downup") %>%  
  ungroup()

Did participants pass the Fake News attention check?

# Create task_attention_check variable for attention check responses
data_cal <- data_cal %>%
  mutate(
    task_attention_check = case_when(
      question_topic == "attention01" & response != "2024" ~ "failed",
      question_topic == "attention01" & response == "2024" ~ "passed"
    )
  )

# Check the variable for each participant
task_attention_check_summary <- data_cal %>%
  filter(question_topic == "attention01") %>%
  select(subj_idx, task_attention_check)

# Apply it to all cases of said participant
data_cal <- data_cal %>%
  select(-task_attention_check) %>% 
  left_join(task_attention_check_summary, by = "subj_idx")

Calculate the number of participants who failed it

data_cal %>% 
  distinct(subj_idx, task_attention_check) %>%
  group_by(task_attention_check) %>% 
  summarise(count = n()) %>% 
  tt()

task_attention_check	count
failed	8
passed	496

And print the response that the participants gave who failed the check

data_cal %>% 
  filter(question_topic == "attention01" & task_attention_check == "failed") %>% 
  select(subj_idx, response, correct_answer, task_attention_check) %>% 
  tt()

subj_idx	response	correct_answer	task_attention_check
79	1215	2024	failed
331	33	2024	failed
124	1215	2024	failed
22	78	2024	failed
152	2000	2024	failed
409	2004	2024	failed
425	1215	2024	failed
444	65	2024	failed

Participant 409 followed up in a Prolific indicated in “Other” at the end that they incorrectly typed the answer.

Calculate Variable for Round

I want to create a variable that indicates which question was shown at which round from 1-10 (excluding “practice” and “attention”).

# Create the round variable
data_cal <- data_cal %>%
  group_by(subj_idx) %>%
  mutate(
    trial_round = case_when(
      trial_id == "practice01" ~ "practice",
      trial_id == "attention01" ~ "attention",
      TRUE ~ as.character(cumsum(trial_id != lag(trial_id, default = first(trial_id)) & trial_id != "practice01" & trial_id != "attention01"))
    )
  ) %>%
  ungroup()

data_cal %>% 
  select(subj_idx, trial_id, trial_round) %>% 
  head(30) %>% 
  tt()

subj_idx	trial_id	trial_round
252	practice01	practice
252	practice01	practice
252	practice01	practice
252	practice01	practice
252	practice01	practice
252	trial05	1
252	trial05	1
252	trial05	1
252	trial05	1
252	trial01	2
252	trial01	2
252	trial06	3
252	trial06	3
252	trial06	3
252	trial06	3
252	attention01	attention
252	trial02	4
252	trial02	4
252	trial03	5
252	trial03	5
252	trial08	6
252	trial09	7
252	trial09	7
252	trial04	8
252	trial04	8
252	trial07	9
252	trial07	9
252	trial10	10
252	trial10	10
382	practice01	practice

Data Cleaning

Join the dataframes

# combine questionnaire with gng scores
data_combined <- questionnaire_data %>% 
  left_join(gng_data, by = "subj_idx")

data_full <- data_cal %>% 
  left_join(data_combined, by = c("Participant Private ID", "subj_idx"))

Select and filter analysis variables

data_sel <- data_full %>% 
  select(subj_idx,
         age_corrected, age_group, gender, edu_group, 
         ideology, ideology_num, partisanship, conservative_rating:reform_rating,
         crt_correct, dogmatism, affective_polarisation, 
         commission_errors:rt_nogo_avg, Screen,
         trial_round, trial_id, trial_type, 
         question_type, question_topic, question, message,
         response, rt, correct_answer, is_correct,
         m_climate:self_m_enhancement,
         task_attention_check, questionnaire_attention_check, 
         attention_start, attention_end
         )

data_fil <- data_sel

# Filter out unneeded screens
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!Screen %in% c("Assumption-Check", "News Challenge", "Practice Start", "Feedback Less Than", "Feedback More Than"))
removed_screens <- initial_rows - nrow(data_fil)

# Filter out rows where is_correct is TRUE (but not NA) 
initial_rows <- nrow(data_fil)
data_fil <- data_fil %>% filter(!is_correct %in% TRUE)
removed_is_correct <- initial_rows - nrow(data_fil)

# Create a tibble with the filter information, including duplicate filter
filter_info <- tibble::tibble(
  Filter = c(
    "Rows removed by unnecessary screens",
    "Rows removed by 'is_correct != TRUE'"
  ),
  n = c(
    removed_screens,
    removed_is_correct
  )
)

filter_info %>% 
  tt()

Filter	n
Rows removed by unnecessary screens	3547
Rows removed by 'is_correct != TRUE'	747

data_fil %>%
  group_by(subj_idx, question_type) %>% 
  summarize(count = n(), .groups = 'drop') %>%
  arrange(subj_idx, question_type) %>% 
  head(20) %>% 
  tt()

subj_idx	question_type	count
1	nonpolitical	4
1	performance	4
1	political	12
1	practice	2
2	nonpolitical	4
2	performance	4
2	political	12
2	practice	2
3	nonpolitical	4
3	performance	4
3	political	12
4	nonpolitical	4
4	performance	4
4	political	12
4	practice	2
5	nonpolitical	2
5	performance	4
5	political	12
5	practice	2
6	nonpolitical	4

data_fil %>% 
  count(subj_idx) %>% 
  filter(n < 15 | n > 25)

# A tibble: 0 × 2
# ℹ 2 variables: subj_idx <dbl>, n <int>

Calculate True / Fake Message

Before we can calculate whether a message was true or fake, we need to calculate the correct answers for the performance questions from the data.

Code correct answer for the performance questions

• For Go / No-Go I will use 56 - commission errors of each participant, select 100 random participants, and calculate the rank order that each given participant would have within them.

set.seed(42)

gng_correct_answer <- data_fil %>%
  filter(Screen == "Question", question_topic == "gonogo_performance") %>%
  select(subj_idx, commission_errors) %>%
  mutate(gng_performance_score = 56 - commission_errors)

gng_correct_answers <- gng_correct_answer %>%
  rowwise() %>%
  mutate(
    correct_answer = {
      # Sample 100 other participants, excluding the current one
      other_participants <- sample(setdiff(gng_correct_answer$subj_idx, subj_idx), 100)
      
      # Get the scores of those 100 participants
      other_scores <- gng_correct_answer %>%
        filter(subj_idx %in% other_participants) %>%
        pull(gng_performance_score)
      
      # Calculate how many of the 100 participants the current one outperformed
      sum(gng_performance_score > other_scores)
    }
  ) %>%
  ungroup()

gng_correct_answers %>% 
  tt()

subj_idx	commission_errors	gng_performance_score	correct_answer
252	19	37	45
382	11	45	79
1	20	36	36
253	18	38	40
2	28	28	14
3	20	36	31
254	17	39	53
255	0	56	100
256	11	45	79
4	35	21	1
257	27	29	18
258	30	26	6
259	14	42	64
260	15	41	63
381	19	37	42
8	9	47	89
9	18	38	44
10	15	41	62
262	26	30	18
263	18	38	46
14	28	28	12
84	34	22	5
12	29	27	7
15	15	41	61
380	18	38	46
13	7	49	91
266	14	42	61
16	10	46	83
265	16	40	56
268	18	38	44
20	6	50	94
379	12	44	73
82	23	33	25
18	19	37	45
378	30	26	9
271	24	32	23
83	28	28	18
21	15	41	61
377	12	44	78
376	11	45	78
374	25	31	19
273	11	45	83
80	7	49	90
81	28	28	9
24	26	30	22
375	12	44	75
25	8	48	93
274	18	38	51
27	19	37	41
276	17	39	55
29	17	39	56
28	10	46	82
372	39	17	1
277	34	22	4
279	4	52	99
31	20	36	33
30	8	48	88
281	10	46	76
35	4	52	99
34	19	37	38
282	26	30	17
371	15	41	58
33	12	44	76
369	29	27	8
40	31	25	11
272	13	43	74
283	18	38	43
286	25	31	17
42	16	40	60
370	17	39	53
287	11	45	76
41	19	37	34
285	28	28	13
368	27	29	21
288	18	38	45
39	22	34	31
38	10	46	85
290	28	28	11
44	23	33	26
45	5	51	97
291	13	43	64
293	39	17	1
47	34	22	3
79	29	27	12
46	14	42	71
50	27	29	12
298	42	14	1
43	23	33	29
294	12	44	77
296	10	46	87
297	14	42	70
52	25	31	22
366	5	51	96
56	21	35	35
365	19	37	46
63	25	31	21
304	27	29	13
58	9	47	83
306	11	45	80
51	20	36	39
302	22	34	32
54	8	48	93
57	25	31	24
60	9	47	80
364	15	41	65
53	10	46	82
280	15	41	59
301	29	27	11
65	14	42	65
55	31	25	7
307	21	35	33
305	9	47	83
308	12	44	69
300	3	53	99
59	33	23	3
270	33	23	3
309	33	23	3
71	8	48	90
310	21	35	32
68	16	40	52
299	22	34	30
367	41	15	1
295	20	36	38
48	31	25	7
37	17	39	57
36	25	31	21
284	15	41	53
278	19	37	40
23	16	40	52
275	12	44	74
26	19	37	45
373	25	31	22
19	10	46	86
269	0	56	100
17	8	48	91
267	23	33	27
264	21	35	24
11	43	13	0
261	20	36	37
7	9	47	84
6	10	46	86
5	12	44	77
292	22	34	34
32	10	46	85
49	19	37	39
61	17	39	55
312	33	23	3
70	13	43	64
77	20	36	38
72	20	36	42
316	3	53	100
76	16	40	52
317	20	36	43
363	9	47	85
73	24	32	26
318	14	42	64
78	22	34	26
85	12	44	78
67	12	44	73
326	12	44	71
91	43	13	0
323	29	27	14
69	16	40	62
86	35	21	3
315	17	39	53
324	13	43	64
383	16	40	54
320	25	31	19
327	21	35	37
328	12	44	72
88	18	38	51
322	20	36	42
89	33	23	2
331	27	29	16
362	32	24	6
97	12	44	75
332	12	44	70
313	14	42	66
98	15	41	57
325	20	36	41
329	27	29	15
66	28	28	10
333	6	50	95
336	11	45	86
337	8	48	91
334	26	30	21
314	13	43	70
108	1	55	99
101	22	34	31
106	11	45	73
105	19	37	43
62	29	27	12
109	13	43	64
107	27	29	13
92	3	53	97
330	16	40	55
342	15	41	57
111	18	38	40
338	14	42	67
345	8	48	93
289	25	31	19
344	32	24	5
112	10	46	77
100	16	40	58
343	11	45	80
99	16	40	61
75	15	41	61
94	10	46	86
93	25	31	16
96	24	32	16
321	18	38	48
87	43	13	0
90	20	36	42
113	14	42	53
102	14	42	70
110	16	40	49
115	13	43	63
95	32	24	8
103	13	43	69
339	5	51	95
350	21	35	32
341	10	46	81
114	19	37	44
335	19	37	39
351	9	47	88
349	31	25	7
348	7	49	93
104	9	47	87
319	13	43	67
356	29	27	9
352	31	25	4
118	20	36	34
116	14	42	63
117	18	38	37
354	7	49	94
346	10	46	85
120	18	38	47
74	23	33	36
122	17	39	47
124	12	44	68
123	22	34	26
359	26	30	17
303	23	33	35
357	11	45	82
361	17	39	50
121	14	42	64
340	10	46	83
127	22	34	27
353	18	38	48
128	10	46	82
129	36	20	2
347	8	48	90
311	17	39	52
386	8	48	86
384	30	26	10
64	25	31	20
133	20	36	34
125	4	52	99
360	19	37	52
387	1	55	100
385	25	31	19
389	16	40	60
119	12	44	76
126	29	27	9
132	16	40	48
390	26	30	19
391	30	26	11
134	29	27	14
135	8	48	85
131	14	42	69
388	16	40	49
393	34	22	3
392	27	29	13
396	17	39	58
138	18	38	46
136	11	45	82
139	10	46	80
504	12	44	74
397	24	32	23
395	15	41	66
394	14	42	69
142	23	33	21
141	31	25	6
137	6	50	97
145	24	32	25
22	28	28	15
144	13	43	72
400	25	31	25
146	18	38	44
398	13	43	67
148	9	47	90
140	21	35	39
503	13	43	73
399	9	47	79
401	35	21	2
149	26	30	17
143	20	36	32
403	15	41	56
147	29	27	10
150	18	38	46
153	20	36	31
152	5	51	94
404	19	37	40
154	26	30	21
358	15	41	65
151	25	31	19
402	4	52	97
130	39	17	0
155	11	45	81
500	13	43	69
156	16	40	56
406	12	44	76
502	24	32	24
408	24	32	28
407	6	50	97
161	25	31	22
409	22	34	34
159	20	36	31
411	16	40	58
410	6	50	96
163	25	31	30
412	32	24	6
497	11	45	81
495	22	34	25
167	15	41	55
355	37	19	2
168	5	51	96
416	27	29	18
415	6	50	97
170	26	30	23
417	15	41	59
493	19	37	41
171	18	38	44
419	25	31	15
420	21	35	33
173	8	48	89
172	11	45	83
421	30	26	10
418	9	47	86
176	24	32	24
175	24	32	25
423	17	39	52
177	16	40	55
424	9	47	87
422	9	47	91
426	32	24	7
178	25	31	21
425	17	39	46
180	24	32	23
174	15	41	62
181	11	45	77
430	18	38	42
183	8	48	88
184	7	49	92
432	24	32	32
491	33	23	7
188	19	37	47
189	5	51	94
433	12	44	74
191	24	32	23
435	14	42	67
192	10	46	85
193	19	37	41
489	14	42	63
485	15	41	68
199	21	35	22
436	21	35	32
200	5	51	96
201	28	28	16
439	12	44	70
440	17	39	46
203	13	43	72
441	14	42	65
204	14	42	65
483	28	28	16
482	11	45	75
206	36	20	0
481	27	29	15
442	36	20	2
208	31	25	6
209	16	40	54
443	24	32	27
210	9	47	85
444	28	28	13
211	13	43	76
212	23	33	21
445	15	41	53
446	14	42	73
213	21	35	36
214	16	40	47
480	31	25	7
215	15	41	58
447	15	41	69
217	23	33	32
218	14	42	69
220	18	38	49
453	5	51	93
221	10	46	82
479	18	38	52
223	8	48	94
224	38	18	1
225	8	48	93
455	13	43	68
456	8	48	92
228	21	35	37
229	18	38	44
458	26	30	17
230	17	39	50
231	33	23	4
459	18	38	50
460	26	30	21
235	11	45	78
462	21	35	39
236	20	36	34
238	18	38	47
463	35	21	1
239	19	37	41
464	29	27	7
465	23	33	23
240	19	37	38
466	13	43	68
241	18	38	42
467	17	39	44
468	29	27	11
242	26	30	20
243	19	37	44
469	28	28	12
244	30	26	12
475	21	35	32
246	25	31	18
245	42	14	1
470	17	39	47
247	11	45	84
474	31	25	9
249	20	36	34
471	13	43	68
472	23	33	29
473	28	28	9
251	27	29	11
250	9	47	90
248	10	46	81
476	14	42	61
237	21	35	39
461	9	47	86
234	13	43	67
233	25	31	23
477	5	51	99
232	6	50	90
478	15	41	65
457	27	29	17
227	26	30	22
226	19	37	36
454	12	44	71
222	20	36	37
452	16	40	58
451	10	46	83
450	16	40	63
219	13	43	64
449	24	32	20
448	10	46	83
216	15	41	49
207	15	41	59
205	27	29	13
202	15	41	57
484	18	38	44
438	19	37	42
437	27	29	14
198	9	47	86
197	12	44	78
486	19	37	44
487	31	25	8
196	13	43	72
195	21	35	35
488	15	41	52
194	12	44	77
490	25	31	29
434	7	49	97
190	10	46	88
187	18	38	40
186	21	35	27
185	13	43	74
492	12	44	69
182	13	43	74
429	20	36	35
428	10	46	76
427	14	42	66
179	4	52	95
169	29	27	9
494	23	33	25
414	17	39	52
496	5	51	95
166	10	46	70
164	26	30	14
413	0	56	100
165	26	30	20
499	14	42	66
162	28	28	15
157	20	36	36
498	35	21	3
160	24	32	29
158	19	37	37
501	18	38	42
405	18	38	47
431	24	32	22

And now add those correct_answers back to our data

data_fil <- data_fil %>%
  left_join(
    gng_correct_answers %>% select(subj_idx, correct_answer),
    by = "subj_idx"
  ) %>%
  mutate(
    correct_answer = if_else(
      question_topic == "gonogo_performance",
      correct_answer.y, 
      correct_answer.x
    )
  ) %>%
  select(-correct_answer.x, -correct_answer.y)

• For the Fake News task I will calculate the squared sum of errors sum(guess - correct_answer)^2 of each participant, then select 100 random participants, and calculate the rank order of each participant within them.

# Calculate the squared sum of errors for each participant 
fakenews_performance <- data_fil %>%
  mutate(
    response = as.numeric(response),
    correct_answer = as.numeric(correct_answer)
  ) %>% 
  filter(Screen == "Question", 
         !question_topic %in% c("gonogo_performance", "fakenews_performance", "cats")) %>%
  group_by(subj_idx) %>%
  summarise(
    squared_sum_errors = sum((response - correct_answer)^2, na.rm = F)
  )

fakenews_performance %>% 
  tt()

subj_idx	squared_sum_errors
1	1647
2	6634
3	2602
4	5906
5	6056
6	6998
7	3293
8	5085
9	1781
10	3101
11	7086
12	9819
13	1787
14	4434
15	7972
16	2838
17	1474
18	5695
19	4283
20	2377
21	1661
22	3790760
23	3211
24	1439
25	1182
26	4469
27	4803
28	2107
29	4778
30	1277
31	3916
32	1407
33	4051
34	8856
35	3277
36	4484
37	1951
38	2658
39	5567
40	6239
41	3236
42	1007
43	1579
44	3702
45	6534
46	2287
47	733
48	2047
49	5140
50	7310
51	3790
52	1958
53	3599
54	4484
55	2445
56	5569
57	1799
58	3018
59	3191
60	2189
61	11374
62	10513
63	5268
64	2022
65	2257
66	3616
67	4730
68	1494
69	2437
70	6481
71	3313
72	9260
73	2571
74	989
75	4805
76	4558
77	4842
78	4723
79	661600
80	2582
81	2615
82	4846
83	10001
84	4992
85	3645
86	3720
87	8107
88	6349
89	1306
90	6533
91	3252
92	620
93	4028
94	2505
95	1274
96	7949
97	8462
98	3516
99	5791
100	2574
101	5865
102	5594
103	1250
104	5396
105	614
106	3652
107	1838
108	7035
109	1141
110	2947
111	3663
112	730
113	6654
114	4565
115	1512
116	6740
117	4019
118	1523
119	4066
120	3423
121	3932
122	3245
123	2209
124	663179
125	4565
126	7877
127	2108
128	4982
129	2593
130	8032
131	1923
132	5088
133	3503
134	2677
135	2154
136	2077
137	6549
138	1970
139	1878
140	1872
141	5011
142	5713
143	3424
144	13834
145	3328
146	3078
147	3651
148	3348
149	2127
150	3780
151	4748
152	5858
153	3346
154	2380
155	6160
156	3502
157	659
158	3558
159	3809
160	2147
161	6759
162	1798
163	3965
164	2565
165	7006
166	2582
167	10621
168	3514
169	1778
170	4477
171	6112
172	6010
173	781
174	12006
175	2423
176	3398
177	5846
178	1825
179	2977
180	9663
181	2947
182	4318
183	6713
184	1886
185	12827
186	6122
187	5134
188	10029
189	4379
190	4423
191	8355
192	2952
193	1531
194	10426
195	5063
196	6889
197	8104
198	3055
199	5446
200	1874
201	4421
202	3398
203	2410
204	3334
205	4793
206	2545
207	3749
208	1713
209	1870
210	4134
211	1015
212	6193
213	2299
214	1848
215	5816
216	2762
217	2005
218	2522
219	4924
220	3291
221	3872
222	2046
223	4072
224	3778
225	2115
226	4270
227	4909
228	2552
229	2031
230	4504
231	3376
232	4331
233	10362
234	1091
235	7841
236	4168
237	5043
238	4647
239	1525
240	5929
241	4942
242	2707
243	1444
244	5017
245	4903
246	2551
247	2066
248	3165
249	1191
250	6479
251	10233
252	4228
253	5801
254	6543
255	4955
256	5268
257	1876
258	1613
259	3167
260	3779
261	5174
262	332
263	4935
264	3233
265	2313
266	4124
267	2185
268	2879
269	5045
270	3484
271	1717
272	7774
273	2195
274	2144
275	3249
276	1861
277	7101
278	1896
279	1338
280	1910
281	494
282	2976
283	3373
284	2774
285	5208
286	6606
287	4594
288	4298
289	5034
290	2579
291	2233
292	9012
293	4550
294	2999
295	602
296	2059
297	4327
298	1773
299	4914
300	8314
301	3599
302	4413
303	5614
304	4412
305	5588
306	5702
307	2229
308	1912
309	3015
310	5874
311	3716
312	2964
313	1587
314	1181
315	2103
316	1569
317	11146
318	2449
319	3189
320	2639
321	2363
322	4103
323	2117
324	2803
325	4040
326	3079
327	2365
328	1193
329	2361
330	7781
331	3969020
332	5640
333	1245
334	1365
335	4794
336	8190
337	2371
338	2887
339	1279
340	4253
341	3646
342	1816
343	1969
344	4979
345	3114
346	3052
347	5503
348	3578
349	4911
350	7493
351	1159
352	2756
353	6226
354	1592
355	6708
356	4051
357	2836
358	1463
359	8581
360	2781
361	1853
362	1899
363	3929
364	2225
365	7048
366	1548
367	5265
368	1219
369	10001
370	1514
371	1236
372	3854
373	5786
374	1362
375	2197
376	2464
377	4093
378	1452
379	2865
380	1311
381	4322
382	1747
383	4769
384	3684
385	6569
386	8675
387	675
388	3746
389	4179
390	3271
391	10430
392	1973
393	2835
394	3500
395	1445
396	1885
397	7972
398	4486
399	2769
400	3460
401	9291
402	3557
403	3288
404	3398
405	3063
406	2032
407	11213
408	2358
409	1372
410	1987
411	4651
412	7240
413	3886
414	3609
415	6517
416	8796
417	2821
418	3634
419	5529
420	6240
421	3253
422	1287
423	3719
424	2639
425	657168
426	4209
427	7119
428	4262
429	3118
430	4239
431	10669
432	2401
433	9627
434	3248
435	6535
436	11427
437	4894
438	8533
439	451
440	2087
441	6646
442	4690
443	9930
444	3844535
445	7252
446	2190
447	3437
448	6005
449	6005
450	2242
451	2327
452	2580
453	3266
454	5402
455	4032
456	2435
457	7551
458	4101
459	1711
460	2626
461	5352
462	1351
463	4264
464	9038
465	4581
466	4564
467	3425
468	1150
469	3610
470	5682
471	14112
472	3339
473	4372
474	5005
475	15102
476	2480
477	3040
478	4026
479	8069
480	6249
481	3728
482	4345
483	4925
484	6378
485	10390
486	2342
487	9464
488	2893
489	3470
490	4175
491	4828
492	2879
493	5730
494	5734
495	1499
496	6285
497	11293
498	8355
499	4305
500	3389
501	4352
502	4825
503	2825
504	5932

set.seed(42)

fakenews_performance_answers <- fakenews_performance %>%
  rowwise() %>%
  mutate(
    correct_answer = {
      # Sample 100 other participants, excluding the current one
      other_participants <- sample(setdiff(fakenews_performance$subj_idx, subj_idx), 100)
      
      # Get the scores of those 100 participants
      other_scores <- fakenews_performance %>%
        filter(subj_idx %in% other_participants) %>%
        pull(squared_sum_errors)
      
      # Calculate how many of the 100 participants the current one outperformed
      sum(squared_sum_errors < other_scores) # Lower squared_sum_errors means better performance
    }
  ) %>%
  ungroup()

fakenews_performance_answers %>% 
  select(subj_idx, squared_sum_errors, correct_answer) %>% 
  tt()

subj_idx	squared_sum_errors	correct_answer
1	1647	90
2	6634	15
3	2602	76
4	5906	13
5	6056	22
6	6998	12
7	3293	58
8	5085	27
9	1781	87
10	3101	58
11	7086	9
12	9819	9
13	1787	83
14	4434	35
15	7972	10
16	2838	65
17	1474	97
18	5695	22
19	4283	39
20	2377	76
21	1661	92
22	3790760	0
23	3211	57
24	1439	90
25	1182	98
26	4469	28
27	4803	31
28	2107	83
29	4778	29
30	1277	95
31	3916	48
32	1407	92
33	4051	40
34	8856	9
35	3277	64
36	4484	41
37	1951	79
38	2658	74
39	5567	25
40	6239	15
41	3236	62
42	1007	97
43	1579	89
44	3702	49
45	6534	17
46	2287	81
47	733	95
48	2047	79
49	5140	27
50	7310	9
51	3790	49
52	1958	83
53	3599	49
54	4484	39
55	2445	68
56	5569	26
57	1799	91
58	3018	56
59	3191	58
60	2189	79
61	11374	0
62	10513	5
63	5268	29
64	2022	82
65	2257	73
66	3616	56
67	4730	32
68	1494	94
69	2437	72
70	6481	23
71	3313	60
72	9260	6
73	2571	72
74	989	96
75	4805	27
76	4558	45
77	4842	23
78	4723	34
79	661600	0
80	2582	66
81	2615	69
82	4846	32
83	10001	3
84	4992	36
85	3645	46
86	3720	45
87	8107	7
88	6349	14
89	1306	95
90	6533	19
91	3252	63
92	620	99
93	4028	49
94	2505	75
95	1274	96
96	7949	12
97	8462	8
98	3516	52
99	5791	26
100	2574	78
101	5865	15
102	5594	19
103	1250	95
104	5396	25
105	614	98
106	3652	48
107	1838	87
108	7035	11
109	1141	98
110	2947	59
111	3663	52
112	730	100
113	6654	13
114	4565	28
115	1512	90
116	6740	13
117	4019	52
118	1523	84
119	4066	42
120	3423	55
121	3932	43
122	3245	60
123	2209	75
124	663179	0
125	4565	38
126	7877	17
127	2108	76
128	4982	29
129	2593	66
130	8032	17
131	1923	87
132	5088	18
133	3503	52
134	2677	69
135	2154	79
136	2077	78
137	6549	11
138	1970	80
139	1878	82
140	1872	83
141	5011	31
142	5713	24
143	3424	56
144	13834	1
145	3328	59
146	3078	62
147	3651	51
148	3348	48
149	2127	83
150	3780	44
151	4748	34
152	5858	19
153	3346	54
154	2380	76
155	6160	20
156	3502	58
157	659	100
158	3558	48
159	3809	44
160	2147	69
161	6759	16
162	1798	89
163	3965	53
164	2565	68
165	7006	15
166	2582	72
167	10621	0
168	3514	59
169	1778	89
170	4477	39
171	6112	26
172	6010	23
173	781	99
174	12006	4
175	2423	76
176	3398	53
177	5846	29
178	1825	86
179	2977	61
180	9663	6
181	2947	66
182	4318	45
183	6713	15
184	1886	85
185	12827	0
186	6122	25
187	5134	27
188	10029	4
189	4379	38
190	4423	33
191	8355	11
192	2952	72
193	1531	90
194	10426	5
195	5063	27
196	6889	18
197	8104	7
198	3055	62
199	5446	29
200	1874	85
201	4421	35
202	3398	52
203	2410	70
204	3334	59
205	4793	32
206	2545	66
207	3749	55
208	1713	87
209	1870	88
210	4134	50
211	1015	97
212	6193	17
213	2299	75
214	1848	89
215	5816	24
216	2762	71
217	2005	79
218	2522	65
219	4924	28
220	3291	55
221	3872	49
222	2046	84
223	4072	43
224	3778	50
225	2115	84
226	4270	39
227	4909	31
228	2552	68
229	2031	78
230	4504	39
231	3376	52
232	4331	37
233	10362	6
234	1091	97
235	7841	12
236	4168	42
237	5043	28
238	4647	40
239	1525	90
240	5929	24
241	4942	31
242	2707	69
243	1444	90
244	5017	24
245	4903	35
246	2551	71
247	2066	82
248	3165	65
249	1191	98
250	6479	19
251	10233	8
252	4228	41
253	5801	26
254	6543	13
255	4955	32
256	5268	28
257	1876	87
258	1613	94
259	3167	63
260	3779	48
261	5174	26
262	332	100
263	4935	24
264	3233	63
265	2313	76
266	4124	36
267	2185	75
268	2879	69
269	5045	27
270	3484	60
271	1717	86
272	7774	8
273	2195	80
274	2144	82
275	3249	59
276	1861	83
277	7101	7
278	1896	87
279	1338	98
280	1910	82
281	494	99
282	2976	58
283	3373	51
284	2774	70
285	5208	24
286	6606	20
287	4594	34
288	4298	36
289	5034	21
290	2579	68
291	2233	77
292	9012	3
293	4550	40
294	2999	65
295	602	100
296	2059	89
297	4327	40
298	1773	88
299	4914	32
300	8314	5
301	3599	54
302	4413	48
303	5614	24
304	4412	45
305	5588	22
306	5702	24
307	2229	69
308	1912	82
309	3015	66
310	5874	18
311	3716	51
312	2964	62
313	1587	90
314	1181	97
315	2103	79
316	1569	91
317	11146	3
318	2449	71
319	3189	57
320	2639	69
321	2363	74
322	4103	39
323	2117	76
324	2803	71
325	4040	43
326	3079	70
327	2365	77
328	1193	97
329	2361	72
330	7781	14
331	3969020	0
332	5640	17
333	1245	95
334	1365	92
335	4794	36
336	8190	8
337	2371	76
338	2887	63
339	1279	96
340	4253	43
341	3646	48
342	1816	86
343	1969	84
344	4979	21
345	3114	68
346	3052	67
347	5503	26
348	3578	45
349	4911	26
350	7493	10
351	1159	95
352	2756	70
353	6226	16
354	1592	90
355	6708	12
356	4051	49
357	2836	58
358	1463	92
359	8581	12
360	2781	62
361	1853	82
362	1899	86
363	3929	38
364	2225	73
365	7048	20
366	1548	89
367	5265	26
368	1219	94
369	10001	3
370	1514	94
371	1236	97
372	3854	44
373	5786	23
374	1362	94
375	2197	84
376	2464	65
377	4093	43
378	1452	93
379	2865	66
380	1311	93
381	4322	31
382	1747	89
383	4769	34
384	3684	47
385	6569	23
386	8675	7
387	675	95
388	3746	49
389	4179	38
390	3271	60
391	10430	2
392	1973	84
393	2835	70
394	3500	56
395	1445	92
396	1885	85
397	7972	12
398	4486	39
399	2769	67
400	3460	55
401	9291	6
402	3557	60
403	3288	61
404	3398	55
405	3063	57
406	2032	83
407	11213	4
408	2358	78
409	1372	91
410	1987	81
411	4651	33
412	7240	11
413	3886	43
414	3609	46
415	6517	15
416	8796	0
417	2821	68
418	3634	56
419	5529	20
420	6240	12
421	3253	60
422	1287	95
423	3719	48
424	2639	71
425	657168	1
426	4209	42
427	7119	11
428	4262	45
429	3118	61
430	4239	36
431	10669	4
432	2401	68
433	9627	9
434	3248	58
435	6535	13
436	11427	2
437	4894	41
438	8533	9
439	451	100
440	2087	80
441	6646	13
442	4690	36
443	9930	10
444	3844535	1
445	7252	13
446	2190	72
447	3437	56
448	6005	25
449	6005	15
450	2242	77
451	2327	78
452	2580	68
453	3266	53
454	5402	27
455	4032	48
456	2435	69
457	7551	12
458	4101	49
459	1711	87
460	2626	78
461	5352	25
462	1351	91
463	4264	46
464	9038	6
465	4581	36
466	4564	43
467	3425	55
468	1150	98
469	3610	53
470	5682	24
471	14112	2
472	3339	59
473	4372	47
474	5005	33
475	15102	1
476	2480	70
477	3040	64
478	4026	48
479	8069	11
480	6249	14
481	3728	47
482	4345	33
483	4925	32
484	6378	19
485	10390	5
486	2342	78
487	9464	3
488	2893	69
489	3470	52
490	4175	41
491	4828	32
492	2879	68
493	5730	24
494	5734	26
495	1499	92
496	6285	21
497	11293	3
498	8355	11
499	4305	46
500	3389	55
501	4352	42
502	4825	26
503	2825	72
504	5932	20

# Join it with our data
data_fil <- data_fil %>%
  left_join(
    fakenews_performance_answers %>% select(subj_idx, correct_answer),
    by = "subj_idx"
  ) %>%
  mutate(
    correct_answer = if_else(
      question_topic == "fakenews_performance",
      correct_answer.y, 
      correct_answer.x
    )
  ) %>%
  select(-correct_answer.x, -correct_answer.y)

Calculate True / Fake

A message is True, if (for Screen == Question)

• response < correct_answer & message == “greater than”

• response > correct_answer & message == “less than”

A message is Fake, if (for Screen == Question)

• response > correct_answer & message == “greater than”

• response < correct_answer & message == “less than”

data_fil <- data_fil %>%
  mutate(news_source = case_when(
    Screen == "Question" & response < correct_answer & message == "greater than" ~ "True",
    Screen == "Question" & response > correct_answer & message == "less than" ~ "True",
    Screen == "Question" & response > correct_answer & message == "greater than" ~ "Fake",
    Screen == "Question" & response < correct_answer & message == "less than" ~ "Fake",
    TRUE ~ NA_character_  
  ))

data_fil <- data_fil %>%
  group_by(subj_idx, question_topic) %>%
  fill(news_source, .direction = "downup") %>%
  ungroup()

Transform into a factor with two levels (True and Fake)

data_fil <- data_fil %>% 
  mutate(news_source = factor(news_source, levels = c("Fake", "True")))

Check if all worked as planned

data_fil %>% 
  filter(Screen == "Question") %>% 
  select(subj_idx, question_topic, response, 
         correct_answer, message, news_source) %>% 
  head(40) %>% 
  tt(theme = "striped")

subj_idx	question_topic	response	correct_answer	message	news_source
252	adoption	35	23.0	greater than	Fake
252	climate	95	33.0	less than	True
252	punishment	40	39.0	greater than	Fake
252	gender	23	20.2	less than	True
252	discrimination	40	29.0	greater than	Fake
252	gonogo_performance	80	45.0	greater than	Fake
252	immigration	10	16.8	less than	Fake
252	teaculture	65	57.0	greater than	Fake
252	fakenews_performance	20	41.0	less than	Fake
382	cats	30	70.0	greater than	True
382	brain	40	60.0	less than	Fake
382	punishment	33	39.0	greater than	True
382	immigration	8	16.8	less than	True
382	gonogo_performance	66	79.0	less than	Fake
382	discrimination	35	29.0	greater than	Fake
382	teaculture	75	57.0	less than	True
382	adoption	35	23.0	greater than	Fake
382	climate	60	33.0	less than	True
382	gender	21	20.2	less than	True
382	fakenews_performance	70	89.0	less than	Fake
1	cats	65	70.0	less than	Fake
1	brain	70	60.0	less than	True
1	adoption	40	23.0	greater than	Fake
1	teaculture	75	57.0	less than	True
1	punishment	45	39.0	less than	True
1	gender	35	20.2	less than	True
1	gonogo_performance	85	36.0	less than	True
1	climate	25	33.0	greater than	True
1	discrimination	50	29.0	less than	True
1	immigration	30	16.8	greater than	Fake
1	fakenews_performance	10	90.0	greater than	True
253	cats	75	70.0	greater than	Fake
253	discrimination	60	29.0	less than	True
253	brain	40	60.0	less than	Fake
253	adoption	35	23.0	greater than	Fake
253	teaculture	40	57.0	less than	Fake
253	immigration	48	16.8	less than	True
253	gender	60	20.2	greater than	Fake
253	punishment	30	39.0	greater than	True
253	gonogo_performance	80	40.0	greater than	Fake

data_fil %>% 
  select(news_source) %>% 
  datasummary_skim(., type = "categorical")

news_source	N	%
Fake	5334	49.5
True	5410	50.2

Calculate Pro / Anti Message based on Issue Motive

A message is Pro, if

• message == “less than” and motive for this topic == “Lower”

• message == “greater than” and motive for this topic == “Higher”

A message is Anti, if

• message == “less than” and motive for this topic == “Higher”

• message == “greater than” and motive for this topic == “Lower”

Irrespective of the message, if the issue_motive == “Neutral” it stays neutral

data_dir <- data_fil %>%
  mutate(issue_direction = case_when(
    question_topic == "climate" ~ m_climate,
    question_topic == "adoption" ~ m_adoption,
    question_topic == "punishment" ~ m_punishment,
    question_topic == "cats" ~ m_cats,
    question_topic == "teaculture" ~ m_teaculture,
    question_topic == "brain" ~ m_brain,
    question_topic == "gender" ~ m_gender,
    question_topic == "discrimination" ~ m_discrimination,
    question_topic == "immigration" ~ m_immigration,
    question_topic == "gonogo_performance" ~ m_selfenhancement,
    question_topic == "fakenews_performance" ~ m_selfenhancement,
    TRUE ~ NA_character_
  ))

data_mot <- data_dir %>%
  mutate(issue_motive = case_when(
    message == "less than" & issue_direction == "Lower" ~ "Pro",
    message == "greater than" & issue_direction == "Higher" ~ "Pro",
    message == "less than" & issue_direction == "Higher" ~ "Anti",
    message == "greater than" & issue_direction == "Lower" ~ "Anti",
    issue_direction == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

Transform into a factor with three levels (Anti, Neutral, Pro)

data_mot <- data_mot %>% 
  mutate(issue_motive = factor(issue_motive, levels = c("Anti", "Neutral", "Pro")))

Check if this worked

data_mot %>% 
  filter(question_topic == "immigration") %>% 
  select(subj_idx, question_topic, message, m_immigration, issue_motive) %>% 
  tt(theme = "striped")

subj_idx	question_topic	message	m_immigration	issue_motive
252	immigration	less than	Lower	Pro
252	immigration	less than	Lower	Pro
382	immigration	less than	Lower	Pro
382	immigration	less than	Lower	Pro
1	immigration	greater than	Neutral	Neutral
1	immigration	greater than	Neutral	Neutral
253	immigration	less than	Lower	Pro
253	immigration	less than	Lower	Pro
2	immigration	greater than	Higher	Pro
2	immigration	greater than	Higher	Pro
3	immigration	greater than	Neutral	Neutral
3	immigration	greater than	Neutral	Neutral
254	immigration	greater than	Higher	Pro
254	immigration	greater than	Higher	Pro
255	immigration	less than	Higher	Anti
255	immigration	less than	Higher	Anti
256	immigration	greater than	Lower	Anti
256	immigration	greater than	Lower	Anti
4	immigration	greater than	Lower	Anti
4	immigration	greater than	Lower	Anti
257	immigration	less than	Neutral	Neutral
257	immigration	less than	Neutral	Neutral
258	immigration	greater than	Higher	Pro
258	immigration	greater than	Higher	Pro
259	immigration	greater than	Lower	Anti
259	immigration	greater than	Lower	Anti
260	immigration	less than	Lower	Pro
260	immigration	less than	Lower	Pro
381	immigration	less than	Neutral	Neutral
381	immigration	less than	Neutral	Neutral
8	immigration	greater than	Lower	Anti
8	immigration	greater than	Lower	Anti
9	immigration	greater than	Lower	Anti
9	immigration	greater than	Lower	Anti
10	immigration	greater than	Lower	Anti
10	immigration	greater than	Lower	Anti
262	immigration	less than	Lower	Pro
262	immigration	less than	Lower	Pro
263	immigration	greater than	Higher	Pro
263	immigration	greater than	Higher	Pro
14	immigration	greater than	Neutral	Neutral
14	immigration	greater than	Neutral	Neutral
84	immigration	less than	Lower	Pro
84	immigration	less than	Lower	Pro
12	immigration	greater than	Higher	Pro
12	immigration	greater than	Higher	Pro
15	immigration	less than	Lower	Pro
15	immigration	less than	Lower	Pro
380	immigration	less than	Lower	Pro
380	immigration	less than	Lower	Pro
13	immigration	greater than	Lower	Anti
13	immigration	greater than	Lower	Anti
266	immigration	less than	Higher	Anti
266	immigration	less than	Higher	Anti
16	immigration	greater than	Lower	Anti
16	immigration	greater than	Lower	Anti
265	immigration	greater than	Lower	Anti
265	immigration	greater than	Lower	Anti
268	immigration	less than	Neutral	Neutral
268	immigration	less than	Neutral	Neutral
20	immigration	greater than	Lower	Anti
20	immigration	greater than	Lower	Anti
379	immigration	greater than	Higher	Pro
379	immigration	greater than	Higher	Pro
82	immigration	less than	Neutral	Neutral
82	immigration	less than	Neutral	Neutral
18	immigration	less than	Neutral	Neutral
18	immigration	less than	Neutral	Neutral
378	immigration	less than	Lower	Pro
378	immigration	less than	Lower	Pro
271	immigration	greater than	Lower	Anti
271	immigration	greater than	Lower	Anti
83	immigration	less than	Higher	Anti
83	immigration	less than	Higher	Anti
21	immigration	less than	Higher	Anti
21	immigration	less than	Higher	Anti
377	immigration	greater than	Higher	Pro
377	immigration	greater than	Higher	Pro
376	immigration	greater than	Lower	Anti
376	immigration	greater than	Lower	Anti
374	immigration	less than	Lower	Pro
374	immigration	less than	Lower	Pro
273	immigration	greater than	Lower	Anti
273	immigration	greater than	Lower	Anti
80	immigration	less than	Lower	Pro
80	immigration	less than	Lower	Pro
81	immigration	less than	Lower	Pro
81	immigration	less than	Lower	Pro
24	immigration	greater than	Lower	Anti
24	immigration	greater than	Lower	Anti
375	immigration	less than	Lower	Pro
375	immigration	less than	Lower	Pro
25	immigration	less than	Neutral	Neutral
25	immigration	less than	Neutral	Neutral
274	immigration	greater than	Higher	Pro
274	immigration	greater than	Higher	Pro
27	immigration	greater than	Higher	Pro
27	immigration	greater than	Higher	Pro
276	immigration	less than	Lower	Pro
276	immigration	less than	Lower	Pro
29	immigration	greater than	Lower	Anti
29	immigration	greater than	Lower	Anti
28	immigration	greater than	Higher	Pro
28	immigration	greater than	Higher	Pro
372	immigration	less than	Lower	Pro
372	immigration	less than	Lower	Pro
277	immigration	greater than	Lower	Anti
277	immigration	greater than	Lower	Anti
279	immigration	less than	Neutral	Neutral
279	immigration	less than	Neutral	Neutral
31	immigration	greater than	Lower	Anti
31	immigration	greater than	Lower	Anti
30	immigration	less than	Lower	Pro
30	immigration	less than	Lower	Pro
281	immigration	greater than	Lower	Anti
281	immigration	greater than	Lower	Anti
35	immigration	greater than	Lower	Anti
35	immigration	greater than	Lower	Anti
34	immigration	greater than	Higher	Pro
34	immigration	greater than	Higher	Pro
282	immigration	less than	Lower	Pro
282	immigration	less than	Lower	Pro
371	immigration	less than	Lower	Pro
371	immigration	less than	Lower	Pro
33	immigration	greater than	Lower	Anti
33	immigration	greater than	Lower	Anti
369	immigration	less than	Lower	Pro
369	immigration	less than	Lower	Pro
40	immigration	less than	Higher	Anti
40	immigration	less than	Higher	Anti
272	immigration	greater than	Higher	Pro
272	immigration	greater than	Higher	Pro
283	immigration	less than	Lower	Pro
283	immigration	less than	Lower	Pro
286	immigration	greater than	Lower	Anti
286	immigration	greater than	Lower	Anti
42	immigration	less than	Neutral	Neutral
42	immigration	less than	Neutral	Neutral
370	immigration	less than	Lower	Pro
370	immigration	less than	Lower	Pro
287	immigration	less than	Neutral	Neutral
287	immigration	less than	Neutral	Neutral
41	immigration	less than	Lower	Pro
41	immigration	less than	Lower	Pro
285	immigration	less than	Lower	Pro
285	immigration	less than	Lower	Pro
368	immigration	greater than	Lower	Anti
368	immigration	greater than	Lower	Anti
288	immigration	less than	Lower	Pro
288	immigration	less than	Lower	Pro
39	immigration	less than	Neutral	Neutral
39	immigration	less than	Neutral	Neutral
38	immigration	less than	Neutral	Neutral
38	immigration	less than	Neutral	Neutral
290	immigration	greater than	Lower	Anti
290	immigration	greater than	Lower	Anti
44	immigration	greater than	Lower	Anti
44	immigration	greater than	Lower	Anti
45	immigration	greater than	Higher	Pro
45	immigration	greater than	Higher	Pro
291	immigration	greater than	Higher	Pro
291	immigration	greater than	Higher	Pro
293	immigration	less than	Lower	Pro
293	immigration	less than	Lower	Pro
47	immigration	greater than	Lower	Anti
47	immigration	greater than	Lower	Anti
79	immigration	less than	Higher	Anti
79	immigration	less than	Higher	Anti
46	immigration	greater than	Neutral	Neutral
46	immigration	greater than	Neutral	Neutral
50	immigration	less than	Lower	Pro
50	immigration	less than	Lower	Pro
298	immigration	less than	Higher	Anti
298	immigration	less than	Higher	Anti
43	immigration	less than	Neutral	Neutral
43	immigration	less than	Neutral	Neutral
294	immigration	less than	Lower	Pro
294	immigration	less than	Lower	Pro
296	immigration	greater than	Higher	Pro
296	immigration	greater than	Higher	Pro
297	immigration	greater than	Neutral	Neutral
297	immigration	greater than	Neutral	Neutral
52	immigration	less than	Higher	Anti
52	immigration	less than	Higher	Anti
366	immigration	less than	Higher	Anti
366	immigration	less than	Higher	Anti
56	immigration	less than	Higher	Anti
56	immigration	less than	Higher	Anti
365	immigration	less than	Lower	Pro
365	immigration	less than	Lower	Pro
63	immigration	less than	Lower	Pro
63	immigration	less than	Lower	Pro
304	immigration	greater than	Neutral	Neutral
304	immigration	greater than	Neutral	Neutral
58	immigration	greater than	Lower	Anti
58	immigration	greater than	Lower	Anti
306	immigration	greater than	Higher	Pro
306	immigration	greater than	Higher	Pro
51	immigration	less than	Lower	Pro
51	immigration	less than	Lower	Pro
302	immigration	less than	Neutral	Neutral
302	immigration	less than	Neutral	Neutral
54	immigration	less than	Lower	Pro
54	immigration	less than	Lower	Pro
57	immigration	greater than	Lower	Anti
57	immigration	greater than	Lower	Anti
60	immigration	less than	Lower	Pro
60	immigration	less than	Lower	Pro
364	immigration	greater than	Lower	Anti
364	immigration	greater than	Lower	Anti
53	immigration	less than	Lower	Pro
53	immigration	less than	Lower	Pro
280	immigration	less than	Higher	Anti
280	immigration	less than	Higher	Anti
301	immigration	less than	Lower	Pro
301	immigration	less than	Lower	Pro
65	immigration	greater than	Higher	Pro
65	immigration	greater than	Higher	Pro
55	immigration	less than	Neutral	Neutral
55	immigration	less than	Neutral	Neutral
307	immigration	less than	Lower	Pro
307	immigration	less than	Lower	Pro
305	immigration	less than	Higher	Anti
305	immigration	less than	Higher	Anti
308	immigration	less than	Lower	Pro
308	immigration	less than	Lower	Pro
300	immigration	less than	Neutral	Neutral
300	immigration	less than	Neutral	Neutral
59	immigration	greater than	Lower	Anti
59	immigration	greater than	Lower	Anti
270	immigration	greater than	Higher	Pro
270	immigration	greater than	Higher	Pro
309	immigration	greater than	Lower	Anti
309	immigration	greater than	Lower	Anti
71	immigration	greater than	Lower	Anti
71	immigration	greater than	Lower	Anti
310	immigration	less than	Higher	Anti
310	immigration	less than	Higher	Anti
68	immigration	greater than	Higher	Pro
68	immigration	greater than	Higher	Pro
299	immigration	greater than	Lower	Anti
299	immigration	greater than	Lower	Anti
367	immigration	greater than	Lower	Anti
367	immigration	greater than	Lower	Anti
295	immigration	less than	Lower	Pro
295	immigration	less than	Lower	Pro
48	immigration	less than	Neutral	Neutral
48	immigration	less than	Neutral	Neutral
37	immigration	less than	Higher	Anti
37	immigration	less than	Higher	Anti
36	immigration	greater than	Neutral	Neutral
36	immigration	greater than	Neutral	Neutral
284	immigration	greater than	Lower	Anti
284	immigration	greater than	Lower	Anti
278	immigration	less than	Lower	Pro
278	immigration	less than	Lower	Pro
23	immigration	less than	Neutral	Neutral
23	immigration	less than	Neutral	Neutral
275	immigration	less than	Higher	Anti
275	immigration	less than	Higher	Anti
26	immigration	less than	Higher	Anti
26	immigration	less than	Higher	Anti
373	immigration	less than	Lower	Pro
373	immigration	less than	Lower	Pro
19	immigration	less than	Lower	Pro
19	immigration	less than	Lower	Pro
269	immigration	less than	Higher	Anti
269	immigration	less than	Higher	Anti
17	immigration	greater than	Higher	Pro
17	immigration	greater than	Higher	Pro
267	immigration	greater than	Lower	Anti
267	immigration	greater than	Lower	Anti
264	immigration	less than	Neutral	Neutral
264	immigration	less than	Neutral	Neutral
11	immigration	less than	Higher	Anti
11	immigration	less than	Higher	Anti
261	immigration	greater than	Neutral	Neutral
261	immigration	greater than	Neutral	Neutral
7	immigration	less than	Higher	Anti
7	immigration	less than	Higher	Anti
6	immigration	greater than	Lower	Anti
6	immigration	greater than	Lower	Anti
5	immigration	greater than	Higher	Pro
5	immigration	greater than	Higher	Pro
292	immigration	less than	Neutral	Neutral
292	immigration	less than	Neutral	Neutral
32	immigration	less than	Lower	Pro
32	immigration	less than	Lower	Pro
49	immigration	greater than	Lower	Anti
49	immigration	greater than	Lower	Anti
61	immigration	greater than	Higher	Pro
61	immigration	greater than	Higher	Pro
312	immigration	less than	Neutral	Neutral
312	immigration	less than	Neutral	Neutral
70	immigration	greater than	Lower	Anti
70	immigration	greater than	Lower	Anti
77	immigration	less than	Higher	Anti
77	immigration	less than	Higher	Anti
72	immigration	greater than	Lower	Anti
72	immigration	greater than	Lower	Anti
316	immigration	less than	Higher	Anti
316	immigration	less than	Higher	Anti
76	immigration	less than	Lower	Pro
76	immigration	less than	Lower	Pro
317	immigration	less than	Neutral	Neutral
317	immigration	less than	Neutral	Neutral
363	immigration	greater than	Higher	Pro
363	immigration	greater than	Higher	Pro
73	immigration	greater than	Neutral	Neutral
73	immigration	greater than	Neutral	Neutral
318	immigration	greater than	Neutral	Neutral
318	immigration	greater than	Neutral	Neutral
78	immigration	greater than	Lower	Anti
78	immigration	greater than	Lower	Anti
85	immigration	greater than	Neutral	Neutral
85	immigration	greater than	Neutral	Neutral
67	immigration	greater than	Lower	Anti
67	immigration	greater than	Lower	Anti
326	immigration	greater than	Neutral	Neutral
326	immigration	greater than	Neutral	Neutral
91	immigration	greater than	Lower	Anti
91	immigration	greater than	Lower	Anti
323	immigration	greater than	Lower	Anti
323	immigration	greater than	Lower	Anti
69	immigration	greater than	Lower	Anti
69	immigration	greater than	Lower	Anti
86	immigration	greater than	Neutral	Neutral
86	immigration	greater than	Neutral	Neutral
315	immigration	greater than	Lower	Anti
315	immigration	greater than	Lower	Anti
324	immigration	greater than	Higher	Pro
324	immigration	greater than	Higher	Pro
383	immigration	less than	Lower	Pro
383	immigration	less than	Lower	Pro
320	immigration	less than	Lower	Pro
320	immigration	less than	Lower	Pro
327	immigration	greater than	Higher	Pro
327	immigration	greater than	Higher	Pro
328	immigration	greater than	Lower	Anti
328	immigration	greater than	Lower	Anti
88	immigration	greater than	Neutral	Neutral
88	immigration	greater than	Neutral	Neutral
322	immigration	less than	Neutral	Neutral
322	immigration	less than	Neutral	Neutral
89	immigration	less than	Lower	Pro
89	immigration	less than	Lower	Pro
331	immigration	greater than	Higher	Pro
331	immigration	greater than	Higher	Pro
362	immigration	less than	Lower	Pro
362	immigration	less than	Lower	Pro
97	immigration	greater than	Lower	Anti
97	immigration	greater than	Lower	Anti
332	immigration	greater than	Higher	Pro
332	immigration	greater than	Higher	Pro
313	immigration	less than	Lower	Pro
313	immigration	less than	Lower	Pro
98	immigration	greater than	Lower	Anti
98	immigration	greater than	Lower	Anti
325	immigration	greater than	Lower	Anti
325	immigration	greater than	Lower	Anti
329	immigration	less than	Lower	Pro
329	immigration	less than	Lower	Pro
66	immigration	less than	Neutral	Neutral
66	immigration	less than	Neutral	Neutral
333	immigration	greater than	Neutral	Neutral
333	immigration	greater than	Neutral	Neutral
336	immigration	less than	Lower	Pro
336	immigration	less than	Lower	Pro
337	immigration	less than	Lower	Pro
337	immigration	less than	Lower	Pro
334	immigration	greater than	Lower	Anti
334	immigration	greater than	Lower	Anti
314	immigration	less than	Lower	Pro
314	immigration	less than	Lower	Pro
108	immigration	less than	Higher	Anti
108	immigration	less than	Higher	Anti
101	immigration	less than	Neutral	Neutral
101	immigration	less than	Neutral	Neutral
106	immigration	less than	Lower	Pro
106	immigration	less than	Lower	Pro
105	immigration	less than	Lower	Pro
105	immigration	less than	Lower	Pro
62	immigration	greater than	Higher	Pro
62	immigration	greater than	Higher	Pro
109	immigration	greater than	Lower	Anti
109	immigration	greater than	Lower	Anti
107	immigration	greater than	Higher	Pro
107	immigration	greater than	Higher	Pro
92	immigration	greater than	Lower	Anti
92	immigration	greater than	Lower	Anti
330	immigration	less than	Higher	Anti
330	immigration	less than	Higher	Anti
342	immigration	greater than	Lower	Anti
342	immigration	greater than	Lower	Anti
111	immigration	greater than	Lower	Anti
111	immigration	greater than	Lower	Anti
338	immigration	less than	Lower	Pro
338	immigration	less than	Lower	Pro
345	immigration	greater than	Higher	Pro
345	immigration	greater than	Higher	Pro
289	immigration	less than	Lower	Pro
289	immigration	less than	Lower	Pro
344	immigration	less than	Higher	Anti
344	immigration	less than	Higher	Anti
112	immigration	less than	Lower	Pro
112	immigration	less than	Lower	Pro
100	immigration	less than	Lower	Pro
100	immigration	less than	Lower	Pro
343	immigration	greater than	Lower	Anti
343	immigration	greater than	Lower	Anti
99	immigration	less than	Lower	Pro
99	immigration	less than	Lower	Pro
75	immigration	less than	Higher	Anti
75	immigration	less than	Higher	Anti
94	immigration	greater than	Lower	Anti
94	immigration	greater than	Lower	Anti
93	immigration	less than	Higher	Anti
93	immigration	less than	Higher	Anti
96	immigration	less than	Lower	Pro
96	immigration	less than	Lower	Pro
321	immigration	less than	Lower	Pro
321	immigration	less than	Lower	Pro
87	immigration	less than	Neutral	Neutral
87	immigration	less than	Neutral	Neutral
90	immigration	less than	Neutral	Neutral
90	immigration	less than	Neutral	Neutral
113	immigration	greater than	Lower	Anti
113	immigration	greater than	Lower	Anti
102	immigration	less than	Lower	Pro
102	immigration	less than	Lower	Pro
110	immigration	greater than	Higher	Pro
110	immigration	greater than	Higher	Pro
115	immigration	greater than	Higher	Pro
115	immigration	greater than	Higher	Pro
95	immigration	greater than	Neutral	Neutral
95	immigration	greater than	Neutral	Neutral
103	immigration	less than	Lower	Pro
103	immigration	less than	Lower	Pro
339	immigration	less than	Neutral	Neutral
339	immigration	less than	Neutral	Neutral
350	immigration	greater than	Lower	Anti
350	immigration	greater than	Lower	Anti
341	immigration	less than	Lower	Pro
341	immigration	less than	Lower	Pro
114	immigration	less than	Higher	Anti
114	immigration	less than	Higher	Anti
335	immigration	less than	Higher	Anti
335	immigration	less than	Higher	Anti
351	immigration	greater than	Neutral	Neutral
351	immigration	greater than	Neutral	Neutral
349	immigration	less than	Lower	Pro
349	immigration	less than	Lower	Pro
348	immigration	less than	Neutral	Neutral
348	immigration	less than	Neutral	Neutral
104	immigration	greater than	Neutral	Neutral
104	immigration	greater than	Neutral	Neutral
319	immigration	greater than	Neutral	Neutral
319	immigration	greater than	Neutral	Neutral
356	immigration	less than	Lower	Pro
356	immigration	less than	Lower	Pro
352	immigration	greater than	Lower	Anti
352	immigration	greater than	Lower	Anti
118	immigration	less than	Lower	Pro
118	immigration	less than	Lower	Pro
116	immigration	less than	Higher	Anti
116	immigration	less than	Higher	Anti
117	immigration	less than	Higher	Anti
117	immigration	less than	Higher	Anti
354	immigration	greater than	Lower	Anti
354	immigration	greater than	Lower	Anti
346	immigration	greater than	Neutral	Neutral
346	immigration	greater than	Neutral	Neutral
120	immigration	greater than	Lower	Anti
120	immigration	greater than	Lower	Anti
74	immigration	less than	Lower	Pro
74	immigration	less than	Lower	Pro
122	immigration	greater than	Lower	Anti
122	immigration	greater than	Lower	Anti
124	immigration	less than	Neutral	Neutral
124	immigration	less than	Neutral	Neutral
123	immigration	greater than	Lower	Anti
123	immigration	greater than	Lower	Anti
359	immigration	less than	Lower	Pro
359	immigration	less than	Lower	Pro
303	immigration	less than	Neutral	Neutral
303	immigration	less than	Neutral	Neutral
357	immigration	greater than	Lower	Anti
357	immigration	greater than	Lower	Anti
361	immigration	less than	Lower	Pro
361	immigration	less than	Lower	Pro
121	immigration	less than	Lower	Pro
121	immigration	less than	Lower	Pro
340	immigration	greater than	Higher	Pro
340	immigration	greater than	Higher	Pro
127	immigration	less than	Lower	Pro
127	immigration	less than	Lower	Pro
353	immigration	greater than	Lower	Anti
353	immigration	greater than	Lower	Anti
128	immigration	greater than	Higher	Pro
128	immigration	greater than	Higher	Pro
129	immigration	greater than	Higher	Pro
129	immigration	greater than	Higher	Pro
347	immigration	less than	Higher	Anti
347	immigration	less than	Higher	Anti
311	immigration	less than	Lower	Pro
311	immigration	less than	Lower	Pro
386	immigration	less than	Lower	Pro
386	immigration	less than	Lower	Pro
384	immigration	greater than	Lower	Anti
384	immigration	greater than	Lower	Anti
64	immigration	less than	Lower	Pro
64	immigration	less than	Lower	Pro
133	immigration	less than	Neutral	Neutral
133	immigration	less than	Neutral	Neutral
125	immigration	greater than	Lower	Anti
125	immigration	greater than	Lower	Anti
360	immigration	less than	Lower	Pro
360	immigration	less than	Lower	Pro
387	immigration	less than	Lower	Pro
387	immigration	less than	Lower	Pro
385	immigration	greater than	Higher	Pro
385	immigration	greater than	Higher	Pro
389	immigration	greater than	Neutral	Neutral
389	immigration	greater than	Neutral	Neutral
119	immigration	greater than	Lower	Anti
119	immigration	greater than	Lower	Anti
126	immigration	less than	Lower	Pro
126	immigration	less than	Lower	Pro
132	immigration	less than	Lower	Pro
132	immigration	less than	Lower	Pro
390	immigration	greater than	Lower	Anti
390	immigration	greater than	Lower	Anti
391	immigration	less than	Higher	Anti
391	immigration	less than	Higher	Anti
134	immigration	greater than	Higher	Pro
134	immigration	greater than	Higher	Pro
135	immigration	greater than	Lower	Anti
135	immigration	greater than	Lower	Anti
131	immigration	greater than	Lower	Anti
131	immigration	greater than	Lower	Anti
388	immigration	less than	Higher	Anti
388	immigration	less than	Higher	Anti
393	immigration	greater than	Lower	Anti
393	immigration	greater than	Lower	Anti
392	immigration	greater than	Higher	Pro
392	immigration	greater than	Higher	Pro
396	immigration	less than	Lower	Pro
396	immigration	less than	Lower	Pro
138	immigration	greater than	Lower	Anti
138	immigration	greater than	Lower	Anti
136	immigration	greater than	Higher	Pro
136	immigration	greater than	Higher	Pro
139	immigration	less than	Higher	Anti
139	immigration	less than	Higher	Anti
504	immigration	less than	Lower	Pro
504	immigration	less than	Lower	Pro
397	immigration	greater than	Lower	Anti
397	immigration	greater than	Lower	Anti
395	immigration	greater than	Neutral	Neutral
395	immigration	greater than	Neutral	Neutral
394	immigration	greater than	Higher	Pro
394	immigration	greater than	Higher	Pro
142	immigration	less than	Lower	Pro
142	immigration	less than	Lower	Pro
141	immigration	greater than	Higher	Pro
141	immigration	greater than	Higher	Pro
137	immigration	less than	Higher	Anti
137	immigration	less than	Higher	Anti
145	immigration	greater than	Lower	Anti
145	immigration	greater than	Lower	Anti
22	immigration	less than	Lower	Pro
22	immigration	less than	Lower	Pro
144	immigration	less than	Higher	Anti
144	immigration	less than	Higher	Anti
400	immigration	greater than	Lower	Anti
400	immigration	greater than	Lower	Anti
146	immigration	greater than	Higher	Pro
146	immigration	greater than	Higher	Pro
398	immigration	less than	Higher	Anti
398	immigration	less than	Higher	Anti
148	immigration	less than	Lower	Pro
148	immigration	less than	Lower	Pro
140	immigration	greater than	Lower	Anti
140	immigration	greater than	Lower	Anti
503	immigration	greater than	Higher	Pro
503	immigration	greater than	Higher	Pro
399	immigration	less than	Lower	Pro
399	immigration	less than	Lower	Pro
401	immigration	less than	Higher	Anti
401	immigration	less than	Higher	Anti
149	immigration	greater than	Lower	Anti
149	immigration	greater than	Lower	Anti
143	immigration	less than	Lower	Pro
143	immigration	less than	Lower	Pro
403	immigration	greater than	Lower	Anti
403	immigration	greater than	Lower	Anti
147	immigration	less than	Lower	Pro
147	immigration	less than	Lower	Pro
150	immigration	greater than	Neutral	Neutral
150	immigration	greater than	Neutral	Neutral
153	immigration	greater than	Higher	Pro
153	immigration	greater than	Higher	Pro
152	immigration	greater than	Higher	Pro
152	immigration	greater than	Higher	Pro
404	immigration	less than	Higher	Anti
404	immigration	less than	Higher	Anti
154	immigration	greater than	Lower	Anti
154	immigration	greater than	Lower	Anti
358	immigration	less than	Lower	Pro
358	immigration	less than	Lower	Pro
151	immigration	less than	Higher	Anti
151	immigration	less than	Higher	Anti
402	immigration	less than	Higher	Anti
402	immigration	less than	Higher	Anti
130	immigration	greater than	Lower	Anti
130	immigration	greater than	Lower	Anti
155	immigration	less than	Neutral	Neutral
155	immigration	less than	Neutral	Neutral
500	immigration	less than	Higher	Anti
500	immigration	less than	Higher	Anti
156	immigration	greater than	Lower	Anti
156	immigration	greater than	Lower	Anti
406	immigration	less than	Lower	Pro
406	immigration	less than	Lower	Pro
502	immigration	greater than	Higher	Pro
502	immigration	greater than	Higher	Pro
408	immigration	less than	Higher	Anti
408	immigration	less than	Higher	Anti
407	immigration	greater than	Higher	Pro
407	immigration	greater than	Higher	Pro
161	immigration	greater than	Lower	Anti
161	immigration	greater than	Lower	Anti
409	immigration	greater than	Neutral	Neutral
409	immigration	greater than	Neutral	Neutral
159	immigration	greater than	Neutral	Neutral
159	immigration	greater than	Neutral	Neutral
411	immigration	greater than	Higher	Pro
411	immigration	greater than	Higher	Pro
410	immigration	less than	Lower	Pro
410	immigration	less than	Lower	Pro
163	immigration	less than	Higher	Anti
163	immigration	less than	Higher	Anti
412	immigration	greater than	Higher	Pro
412	immigration	greater than	Higher	Pro
497	immigration	less than	Lower	Pro
497	immigration	less than	Lower	Pro
495	immigration	less than	Neutral	Neutral
495	immigration	less than	Neutral	Neutral
167	immigration	greater than	Higher	Pro
167	immigration	greater than	Higher	Pro
355	immigration	less than	Lower	Pro
355	immigration	less than	Lower	Pro
168	immigration	less than	Higher	Anti
168	immigration	less than	Higher	Anti
416	immigration	greater than	Higher	Pro
416	immigration	greater than	Higher	Pro
415	immigration	less than	Higher	Anti
415	immigration	less than	Higher	Anti
170	immigration	less than	Lower	Pro
170	immigration	less than	Lower	Pro
417	immigration	greater than	Lower	Anti
417	immigration	greater than	Lower	Anti
493	immigration	greater than	Lower	Anti
493	immigration	greater than	Lower	Anti
171	immigration	less than	Lower	Pro
171	immigration	less than	Lower	Pro
419	immigration	greater than	Lower	Anti
419	immigration	greater than	Lower	Anti
420	immigration	greater than	Neutral	Neutral
420	immigration	greater than	Neutral	Neutral
173	immigration	greater than	Higher	Pro
173	immigration	greater than	Higher	Pro
172	immigration	less than	Higher	Anti
172	immigration	less than	Higher	Anti
421	immigration	less than	Neutral	Neutral
421	immigration	less than	Neutral	Neutral
418	immigration	greater than	Neutral	Neutral
418	immigration	greater than	Neutral	Neutral
176	immigration	less than	Higher	Anti
176	immigration	less than	Higher	Anti
175	immigration	greater than	Higher	Pro
175	immigration	greater than	Higher	Pro
423	immigration	greater than	Higher	Pro
423	immigration	greater than	Higher	Pro
177	immigration	greater than	Higher	Pro
177	immigration	greater than	Higher	Pro
424	immigration	greater than	Higher	Pro
424	immigration	greater than	Higher	Pro
422	immigration	greater than	Neutral	Neutral
422	immigration	greater than	Neutral	Neutral
426	immigration	greater than	Lower	Anti
426	immigration	greater than	Lower	Anti
178	immigration	greater than	Neutral	Neutral
178	immigration	greater than	Neutral	Neutral
425	immigration	greater than	Higher	Pro
425	immigration	greater than	Higher	Pro
180	immigration	greater than	Neutral	Neutral
180	immigration	greater than	Neutral	Neutral
174	immigration	less than	Higher	Anti
174	immigration	less than	Higher	Anti
181	immigration	less than	Higher	Anti
181	immigration	less than	Higher	Anti
430	immigration	greater than	Neutral	Neutral
430	immigration	greater than	Neutral	Neutral
183	immigration	less than	Neutral	Neutral
183	immigration	less than	Neutral	Neutral
184	immigration	greater than	Lower	Anti
184	immigration	greater than	Lower	Anti
432	immigration	less than	Higher	Anti
432	immigration	less than	Higher	Anti
491	immigration	less than	Higher	Anti
491	immigration	less than	Higher	Anti
188	immigration	greater than	Higher	Pro
188	immigration	greater than	Higher	Pro
189	immigration	greater than	Neutral	Neutral
189	immigration	greater than	Neutral	Neutral
433	immigration	greater than	Neutral	Neutral
433	immigration	greater than	Neutral	Neutral
191	immigration	greater than	Higher	Pro
191	immigration	greater than	Higher	Pro
435	immigration	less than	Higher	Anti
435	immigration	less than	Higher	Anti
192	immigration	greater than	Higher	Pro
192	immigration	greater than	Higher	Pro
193	immigration	less than	Lower	Pro
193	immigration	less than	Lower	Pro
489	immigration	greater than	Lower	Anti
489	immigration	greater than	Lower	Anti
485	immigration	less than	Higher	Anti
485	immigration	less than	Higher	Anti
199	immigration	less than	Higher	Anti
199	immigration	less than	Higher	Anti
436	immigration	less than	Higher	Anti
436	immigration	less than	Higher	Anti
200	immigration	greater than	Higher	Pro
200	immigration	greater than	Higher	Pro
201	immigration	less than	Higher	Anti
201	immigration	less than	Higher	Anti
439	immigration	greater than	Neutral	Neutral
439	immigration	greater than	Neutral	Neutral
440	immigration	greater than	Higher	Pro
440	immigration	greater than	Higher	Pro
203	immigration	greater than	Neutral	Neutral
203	immigration	greater than	Neutral	Neutral
441	immigration	greater than	Neutral	Neutral
441	immigration	greater than	Neutral	Neutral
204	immigration	greater than	Higher	Pro
204	immigration	greater than	Higher	Pro
483	immigration	greater than	Neutral	Neutral
483	immigration	greater than	Neutral	Neutral
482	immigration	greater than	Higher	Pro
482	immigration	greater than	Higher	Pro
206	immigration	greater than	Higher	Pro
206	immigration	greater than	Higher	Pro
481	immigration	less than	Neutral	Neutral
481	immigration	less than	Neutral	Neutral
442	immigration	greater than	Neutral	Neutral
442	immigration	greater than	Neutral	Neutral
208	immigration	greater than	Higher	Pro
208	immigration	greater than	Higher	Pro
209	immigration	greater than	Higher	Pro
209	immigration	greater than	Higher	Pro
443	immigration	less than	Higher	Anti
443	immigration	less than	Higher	Anti
210	immigration	less than	Neutral	Neutral
210	immigration	less than	Neutral	Neutral
444	immigration	less than	Lower	Pro
444	immigration	less than	Lower	Pro
211	immigration	less than	Higher	Anti
211	immigration	less than	Higher	Anti
212	immigration	greater than	Higher	Pro
212	immigration	greater than	Higher	Pro
445	immigration	less than	Higher	Anti
445	immigration	less than	Higher	Anti
446	immigration	greater than	Higher	Pro
446	immigration	greater than	Higher	Pro
213	immigration	greater than	Higher	Pro
213	immigration	greater than	Higher	Pro
214	immigration	less than	Higher	Anti
214	immigration	less than	Higher	Anti
480	immigration	less than	Lower	Pro
480	immigration	less than	Lower	Pro
215	immigration	less than	Higher	Anti
215	immigration	less than	Higher	Anti
447	immigration	greater than	Higher	Pro
447	immigration	greater than	Higher	Pro
217	immigration	less than	Higher	Anti
217	immigration	less than	Higher	Anti
218	immigration	less than	Higher	Anti
218	immigration	less than	Higher	Anti
220	immigration	less than	Higher	Anti
220	immigration	less than	Higher	Anti
453	immigration	greater than	Higher	Pro
453	immigration	greater than	Higher	Pro
221	immigration	less than	Higher	Anti
221	immigration	less than	Higher	Anti
479	immigration	greater than	Higher	Pro
479	immigration	greater than	Higher	Pro
223	immigration	greater than	Higher	Pro
223	immigration	greater than	Higher	Pro
224	immigration	less than	Higher	Anti
224	immigration	less than	Higher	Anti
225	immigration	less than	Lower	Pro
225	immigration	less than	Lower	Pro
455	immigration	greater than	Lower	Anti
455	immigration	greater than	Lower	Anti
456	immigration	less than	Higher	Anti
456	immigration	less than	Higher	Anti
228	immigration	greater than	Lower	Anti
228	immigration	greater than	Lower	Anti
229	immigration	less than	Higher	Anti
229	immigration	less than	Higher	Anti
458	immigration	greater than	Higher	Pro
458	immigration	greater than	Higher	Pro
230	immigration	greater than	Higher	Pro
230	immigration	greater than	Higher	Pro
231	immigration	greater than	Higher	Pro
231	immigration	greater than	Higher	Pro
459	immigration	less than	Neutral	Neutral
459	immigration	less than	Neutral	Neutral
460	immigration	greater than	Higher	Pro
460	immigration	greater than	Higher	Pro
235	immigration	greater than	Neutral	Neutral
235	immigration	greater than	Neutral	Neutral
462	immigration	greater than	Higher	Pro
462	immigration	greater than	Higher	Pro
236	immigration	less than	Neutral	Neutral
236	immigration	less than	Neutral	Neutral
238	immigration	less than	Higher	Anti
238	immigration	less than	Higher	Anti
463	immigration	greater than	Higher	Pro
463	immigration	greater than	Higher	Pro
239	immigration	less than	Higher	Anti
239	immigration	less than	Higher	Anti
464	immigration	less than	Higher	Anti
464	immigration	less than	Higher	Anti
465	immigration	greater than	Neutral	Neutral
465	immigration	greater than	Neutral	Neutral
240	immigration	less than	Lower	Pro
240	immigration	less than	Lower	Pro
466	immigration	less than	Higher	Anti
466	immigration	less than	Higher	Anti
241	immigration	greater than	Lower	Anti
241	immigration	greater than	Lower	Anti
467	immigration	less than	Higher	Anti
467	immigration	less than	Higher	Anti
468	immigration	greater than	Higher	Pro
468	immigration	greater than	Higher	Pro
242	immigration	greater than	Higher	Pro
242	immigration	greater than	Higher	Pro
243	immigration	greater than	Lower	Anti
243	immigration	greater than	Lower	Anti
469	immigration	greater than	Neutral	Neutral
469	immigration	greater than	Neutral	Neutral
244	immigration	less than	Lower	Pro
244	immigration	less than	Lower	Pro
475	immigration	less than	Neutral	Neutral
475	immigration	less than	Neutral	Neutral
246	immigration	less than	Higher	Anti
246	immigration	less than	Higher	Anti
245	immigration	less than	Higher	Anti
245	immigration	less than	Higher	Anti
470	immigration	less than	Neutral	Neutral
470	immigration	less than	Neutral	Neutral
247	immigration	less than	Higher	Anti
247	immigration	less than	Higher	Anti
474	immigration	greater than	Lower	Anti
474	immigration	greater than	Lower	Anti
249	immigration	greater than	Neutral	Neutral
249	immigration	greater than	Neutral	Neutral
471	immigration	greater than	Lower	Anti
471	immigration	greater than	Lower	Anti
472	immigration	less than	Neutral	Neutral
472	immigration	less than	Neutral	Neutral
473	immigration	less than	Lower	Pro
473	immigration	less than	Lower	Pro
251	immigration	less than	Higher	Anti
251	immigration	less than	Higher	Anti
250	immigration	less than	Lower	Pro
250	immigration	less than	Lower	Pro
248	immigration	greater than	Higher	Pro
248	immigration	greater than	Higher	Pro
476	immigration	less than	Lower	Pro
476	immigration	less than	Lower	Pro
237	immigration	less than	Neutral	Neutral
237	immigration	less than	Neutral	Neutral
461	immigration	less than	Higher	Anti
461	immigration	less than	Higher	Anti
234	immigration	greater than	Neutral	Neutral
234	immigration	greater than	Neutral	Neutral
233	immigration	less than	Higher	Anti
233	immigration	less than	Higher	Anti
477	immigration	less than	Higher	Anti
477	immigration	less than	Higher	Anti
232	immigration	greater than	Higher	Pro
232	immigration	greater than	Higher	Pro
478	immigration	greater than	Higher	Pro
478	immigration	greater than	Higher	Pro
457	immigration	less than	Neutral	Neutral
457	immigration	less than	Neutral	Neutral
227	immigration	greater than	Higher	Pro
227	immigration	greater than	Higher	Pro
226	immigration	greater than	Higher	Pro
226	immigration	greater than	Higher	Pro
454	immigration	greater than	Higher	Pro
454	immigration	greater than	Higher	Pro
222	immigration	less than	Higher	Anti
222	immigration	less than	Higher	Anti
452	immigration	less than	Lower	Pro
452	immigration	less than	Lower	Pro
451	immigration	greater than	Higher	Pro
451	immigration	greater than	Higher	Pro
450	immigration	greater than	Higher	Pro
450	immigration	greater than	Higher	Pro
219	immigration	less than	Higher	Anti
219	immigration	less than	Higher	Anti
449	immigration	less than	Higher	Anti
449	immigration	less than	Higher	Anti
448	immigration	greater than	Higher	Pro
448	immigration	greater than	Higher	Pro
216	immigration	less than	Neutral	Neutral
216	immigration	less than	Neutral	Neutral
207	immigration	less than	Higher	Anti
207	immigration	less than	Higher	Anti
205	immigration	greater than	Higher	Pro
205	immigration	greater than	Higher	Pro
202	immigration	less than	Higher	Anti
202	immigration	less than	Higher	Anti
484	immigration	less than	Higher	Anti
484	immigration	less than	Higher	Anti
438	immigration	less than	Neutral	Neutral
438	immigration	less than	Neutral	Neutral
437	immigration	less than	Higher	Anti
437	immigration	less than	Higher	Anti
198	immigration	less than	Higher	Anti
198	immigration	less than	Higher	Anti
197	immigration	less than	Lower	Pro
197	immigration	less than	Lower	Pro
486	immigration	greater than	Higher	Pro
486	immigration	greater than	Higher	Pro
487	immigration	greater than	Higher	Pro
487	immigration	greater than	Higher	Pro
196	immigration	greater than	Higher	Pro
196	immigration	greater than	Higher	Pro
195	immigration	greater than	Higher	Pro
195	immigration	greater than	Higher	Pro
488	immigration	less than	Lower	Pro
488	immigration	less than	Lower	Pro
194	immigration	less than	Higher	Anti
194	immigration	less than	Higher	Anti
490	immigration	less than	Higher	Anti
490	immigration	less than	Higher	Anti
434	immigration	less than	Neutral	Neutral
434	immigration	less than	Neutral	Neutral
190	immigration	less than	Higher	Anti
190	immigration	less than	Higher	Anti
187	immigration	less than	Higher	Anti
187	immigration	less than	Higher	Anti
186	immigration	greater than	Lower	Anti
186	immigration	greater than	Lower	Anti
185	immigration	less than	Higher	Anti
185	immigration	less than	Higher	Anti
492	immigration	less than	Higher	Anti
492	immigration	less than	Higher	Anti
182	immigration	less than	Higher	Anti
182	immigration	less than	Higher	Anti
429	immigration	greater than	Lower	Anti
429	immigration	greater than	Lower	Anti
428	immigration	greater than	Higher	Pro
428	immigration	greater than	Higher	Pro
427	immigration	greater than	Higher	Pro
427	immigration	greater than	Higher	Pro
179	immigration	greater than	Lower	Anti
179	immigration	greater than	Lower	Anti
169	immigration	greater than	Higher	Pro
169	immigration	greater than	Higher	Pro
494	immigration	less than	Neutral	Neutral
494	immigration	less than	Neutral	Neutral
414	immigration	less than	Higher	Anti
414	immigration	less than	Higher	Anti
496	immigration	less than	Higher	Anti
496	immigration	less than	Higher	Anti
166	immigration	greater than	Higher	Pro
166	immigration	greater than	Higher	Pro
164	immigration	less than	Higher	Anti
164	immigration	less than	Higher	Anti
413	immigration	greater than	Neutral	Neutral
413	immigration	greater than	Neutral	Neutral
165	immigration	less than	Neutral	Neutral
165	immigration	less than	Neutral	Neutral
499	immigration	less than	Higher	Anti
499	immigration	less than	Higher	Anti
162	immigration	less than	Neutral	Neutral
162	immigration	less than	Neutral	Neutral
157	immigration	greater than	Lower	Anti
157	immigration	greater than	Lower	Anti
498	immigration	greater than	Higher	Pro
498	immigration	greater than	Higher	Pro
160	immigration	greater than	Neutral	Neutral
160	immigration	greater than	Neutral	Neutral
158	immigration	less than	Lower	Pro
158	immigration	less than	Lower	Pro
501	immigration	less than	Higher	Anti
501	immigration	less than	Higher	Anti
405	immigration	greater than	Higher	Pro
405	immigration	greater than	Higher	Pro
431	immigration	less than	Higher	Anti
431	immigration	less than	Higher	Anti

data_mot %>% 
  select(issue_motive) %>% 
  datasummary_skim(., type = "categorical")

issue_motive	N	%
Anti	4348	40.4
Neutral	2034	18.9
Pro	4380	40.7

data_mot %>%
  group_by(question_topic, issue_motive) %>%
  filter(Screen != "Question") %>% 
  summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>% 
  tt()

`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.

question_topic	issue_motive	mean_response
adoption	Anti	46.5
adoption	Neutral	53.9
adoption	Pro	57.5
brain	Anti	52.4
brain	Neutral	59.9
brain	Pro	56.0
cats	Anti	63.5
cats	Neutral	58.5
cats	Pro	56.2
climate	Anti	49.0
climate	Neutral	52.7
climate	Pro	60.3
discrimination	Anti	47.8
discrimination	Neutral	45.3
discrimination	Pro	59.3
fakenews_performance	Anti	50.9
fakenews_performance	Neutral	55.2
fakenews_performance	Pro	56.0
gender	Anti	48.1
gender	Neutral	53.9
gender	Pro	56.8
gonogo_performance	Anti	52.7
gonogo_performance	Neutral	54.0
gonogo_performance	Pro	55.5
immigration	Anti	49.6
immigration	Neutral	56.7
immigration	Pro	60.3
punishment	Anti	50.6
punishment	Neutral	52.9
punishment	Pro	55.1
teaculture	Anti	44.6
teaculture	Neutral	56.1
teaculture	Pro	61.6

And now also create a table for news_source x issue_motive

datasummary_crosstab(issue_motive ~ news_source, data = data_mot)

issue_motive		Fake	True	All
Anti	N	1860	2478	4348
	% row	42.8	57.0	100.0
Neutral	N	948	1080	2034
	% row	46.6	53.1	100.0
Pro	N	2522	1848	4380
	% row	57.6	42.2	100.0
All	N	5334	5410	10770
	% row	49.5	50.2	100.0

Add the motive strength

data_mot <- data_mot %>%
  mutate(issue_strength = case_when(
    question_topic == "climate" ~ s_climate,
    question_topic == "adoption" ~ s_adoption,
    question_topic == "punishment" ~ s_punishment,
    question_topic == "teaculture" ~ s_teaculture,
    question_topic == "brain" ~ s_brain,
    question_topic == "gender" ~ s_gender,
    question_topic == "discrimination" ~ s_discrimination,
    question_topic == "immigration" ~ s_immigration,
    question_topic == "fakenews_performance" ~ s_selfenhancement,
    question_topic == "gonogo_performance" ~ s_selfenhancement,
    question_topic == "cats" ~ s_cats,
    TRUE ~ NA_real_  
  ))

Check if this worked

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         m_climate, issue_motive, s_climate, issue_strength) %>% 
  tt(theme = "striped")

subj_idx	question_topic	message	m_climate	issue_motive	s_climate	issue_strength
252	climate	less than	Higher	Anti	2	2
252	climate	less than	Higher	Anti	2	2
382	climate	less than	Higher	Anti	2	2
382	climate	less than	Higher	Anti	2	2
1	climate	greater than	Neutral	Neutral	NA	NA
1	climate	greater than	Neutral	Neutral	NA	NA
253	climate	less than	Higher	Anti	2	2
253	climate	less than	Higher	Anti	2	2
2	climate	less than	Neutral	Neutral	NA	NA
2	climate	less than	Neutral	Neutral	NA	NA
3	climate	less than	Higher	Anti	2	2
3	climate	less than	Higher	Anti	2	2
254	climate	greater than	Lower	Anti	1	1
254	climate	greater than	Lower	Anti	1	1
255	climate	greater than	Higher	Pro	2	2
255	climate	greater than	Higher	Pro	2	2
256	climate	greater than	Higher	Pro	1	1
256	climate	greater than	Higher	Pro	1	1
4	climate	greater than	Higher	Pro	1	1
4	climate	greater than	Higher	Pro	1	1
257	climate	less than	Higher	Anti	2	2
257	climate	less than	Higher	Anti	2	2
258	climate	less than	Higher	Anti	2	2
258	climate	less than	Higher	Anti	2	2
259	climate	greater than	Higher	Pro	1	1
259	climate	greater than	Higher	Pro	1	1
260	climate	less than	Higher	Anti	1	1
260	climate	less than	Higher	Anti	1	1
381	climate	less than	Neutral	Neutral	NA	NA
381	climate	less than	Neutral	Neutral	NA	NA
8	climate	greater than	Higher	Pro	1	1
8	climate	greater than	Higher	Pro	1	1
9	climate	less than	Higher	Anti	2	2
9	climate	less than	Higher	Anti	2	2
10	climate	greater than	Higher	Pro	1	1
10	climate	greater than	Higher	Pro	1	1
262	climate	greater than	Higher	Pro	2	2
262	climate	greater than	Higher	Pro	2	2
263	climate	less than	Higher	Anti	1	1
263	climate	less than	Higher	Anti	1	1
14	climate	greater than	Higher	Pro	2	2
14	climate	greater than	Higher	Pro	2	2
84	climate	greater than	Higher	Pro	1	1
84	climate	greater than	Higher	Pro	1	1
12	climate	greater than	Higher	Pro	2	2
12	climate	greater than	Higher	Pro	2	2
15	climate	greater than	Higher	Pro	2	2
15	climate	greater than	Higher	Pro	2	2
380	climate	greater than	Higher	Pro	1	1
380	climate	greater than	Higher	Pro	1	1
13	climate	less than	Higher	Anti	1	1
13	climate	less than	Higher	Anti	1	1
266	climate	greater than	Higher	Pro	1	1
266	climate	greater than	Higher	Pro	1	1
16	climate	greater than	Higher	Pro	2	2
16	climate	greater than	Higher	Pro	2	2
265	climate	greater than	Higher	Pro	2	2
265	climate	greater than	Higher	Pro	2	2
268	climate	less than	Higher	Anti	2	2
268	climate	less than	Higher	Anti	2	2
20	climate	less than	Higher	Anti	1	1
20	climate	less than	Higher	Anti	1	1
379	climate	greater than	Higher	Pro	2	2
379	climate	greater than	Higher	Pro	2	2
82	climate	less than	Higher	Anti	1	1
82	climate	less than	Higher	Anti	1	1
18	climate	greater than	Higher	Pro	1	1
18	climate	greater than	Higher	Pro	1	1
378	climate	less than	Higher	Anti	2	2
378	climate	less than	Higher	Anti	2	2
271	climate	less than	Higher	Anti	1	1
271	climate	less than	Higher	Anti	1	1
83	climate	greater than	Neutral	Neutral	NA	NA
83	climate	greater than	Neutral	Neutral	NA	NA
21	climate	less than	Higher	Anti	2	2
21	climate	less than	Higher	Anti	2	2
377	climate	greater than	Higher	Pro	1	1
377	climate	greater than	Higher	Pro	1	1
376	climate	less than	Higher	Anti	1	1
376	climate	less than	Higher	Anti	1	1
374	climate	greater than	Higher	Pro	1	1
374	climate	greater than	Higher	Pro	1	1
273	climate	greater than	Higher	Pro	1	1
273	climate	greater than	Higher	Pro	1	1
80	climate	less than	Higher	Anti	2	2
80	climate	less than	Higher	Anti	2	2
81	climate	less than	Higher	Anti	2	2
81	climate	less than	Higher	Anti	2	2
24	climate	greater than	Higher	Pro	1	1
24	climate	greater than	Higher	Pro	1	1
375	climate	greater than	Higher	Pro	2	2
375	climate	greater than	Higher	Pro	2	2
25	climate	greater than	Higher	Pro	2	2
25	climate	greater than	Higher	Pro	2	2
274	climate	greater than	Neutral	Neutral	NA	NA
274	climate	greater than	Neutral	Neutral	NA	NA
27	climate	less than	Higher	Anti	1	1
27	climate	less than	Higher	Anti	1	1
276	climate	less than	Higher	Anti	2	2
276	climate	less than	Higher	Anti	2	2
29	climate	greater than	Higher	Pro	2	2
29	climate	greater than	Higher	Pro	2	2
28	climate	less than	Higher	Anti	2	2
28	climate	less than	Higher	Anti	2	2
372	climate	less than	Higher	Anti	2	2
372	climate	less than	Higher	Anti	2	2
277	climate	greater than	Higher	Pro	2	2
277	climate	greater than	Higher	Pro	2	2
279	climate	less than	Higher	Anti	2	2
279	climate	less than	Higher	Anti	2	2
31	climate	less than	Higher	Anti	2	2
31	climate	less than	Higher	Anti	2	2
30	climate	less than	Higher	Anti	2	2
30	climate	less than	Higher	Anti	2	2
281	climate	greater than	Higher	Pro	2	2
281	climate	greater than	Higher	Pro	2	2
35	climate	less than	Higher	Anti	2	2
35	climate	less than	Higher	Anti	2	2
34	climate	greater than	Neutral	Neutral	NA	NA
34	climate	greater than	Neutral	Neutral	NA	NA
282	climate	less than	Higher	Anti	2	2
282	climate	less than	Higher	Anti	2	2
371	climate	greater than	Higher	Pro	2	2
371	climate	greater than	Higher	Pro	2	2
33	climate	greater than	Higher	Pro	2	2
33	climate	greater than	Higher	Pro	2	2
369	climate	greater than	Higher	Pro	2	2
369	climate	greater than	Higher	Pro	2	2
40	climate	less than	Neutral	Neutral	NA	NA
40	climate	less than	Neutral	Neutral	NA	NA
272	climate	less than	Higher	Anti	2	2
272	climate	less than	Higher	Anti	2	2
283	climate	less than	Higher	Anti	2	2
283	climate	less than	Higher	Anti	2	2
286	climate	less than	Higher	Anti	2	2
286	climate	less than	Higher	Anti	2	2
42	climate	greater than	Higher	Pro	1	1
42	climate	greater than	Higher	Pro	1	1
370	climate	less than	Higher	Anti	1	1
370	climate	less than	Higher	Anti	1	1
287	climate	greater than	Higher	Pro	2	2
287	climate	greater than	Higher	Pro	2	2
41	climate	greater than	Higher	Pro	2	2
41	climate	greater than	Higher	Pro	2	2
285	climate	less than	Higher	Anti	1	1
285	climate	less than	Higher	Anti	1	1
368	climate	less than	Higher	Anti	2	2
368	climate	less than	Higher	Anti	2	2
288	climate	greater than	Higher	Pro	2	2
288	climate	greater than	Higher	Pro	2	2
39	climate	greater than	Higher	Pro	1	1
39	climate	greater than	Higher	Pro	1	1
38	climate	greater than	Higher	Pro	1	1
38	climate	greater than	Higher	Pro	1	1
290	climate	less than	Higher	Anti	2	2
290	climate	less than	Higher	Anti	2	2
44	climate	greater than	Higher	Pro	2	2
44	climate	greater than	Higher	Pro	2	2
45	climate	less than	Neutral	Neutral	NA	NA
45	climate	less than	Neutral	Neutral	NA	NA
291	climate	less than	Higher	Anti	2	2
291	climate	less than	Higher	Anti	2	2
293	climate	less than	Higher	Anti	1	1
293	climate	less than	Higher	Anti	1	1
47	climate	greater than	Higher	Pro	1	1
47	climate	greater than	Higher	Pro	1	1
79	climate	greater than	Higher	Pro	1	1
79	climate	greater than	Higher	Pro	1	1
46	climate	less than	Higher	Anti	1	1
46	climate	less than	Higher	Anti	1	1
50	climate	less than	Higher	Anti	2	2
50	climate	less than	Higher	Anti	2	2
298	climate	greater than	Neutral	Neutral	NA	NA
298	climate	greater than	Neutral	Neutral	NA	NA
43	climate	greater than	Higher	Pro	1	1
43	climate	greater than	Higher	Pro	1	1
294	climate	less than	Higher	Anti	1	1
294	climate	less than	Higher	Anti	1	1
296	climate	greater than	Neutral	Neutral	NA	NA
296	climate	greater than	Neutral	Neutral	NA	NA
297	climate	less than	Neutral	Neutral	NA	NA
297	climate	less than	Neutral	Neutral	NA	NA
52	climate	greater than	Neutral	Neutral	NA	NA
52	climate	greater than	Neutral	Neutral	NA	NA
366	climate	greater than	Higher	Pro	1	1
366	climate	greater than	Higher	Pro	1	1
56	climate	greater than	Higher	Pro	2	2
56	climate	greater than	Higher	Pro	2	2
365	climate	less than	Higher	Anti	2	2
365	climate	less than	Higher	Anti	2	2
63	climate	less than	Higher	Anti	1	1
63	climate	less than	Higher	Anti	1	1
304	climate	less than	Higher	Anti	1	1
304	climate	less than	Higher	Anti	1	1
58	climate	less than	Higher	Anti	2	2
58	climate	less than	Higher	Anti	2	2
306	climate	less than	Higher	Anti	1	1
306	climate	less than	Higher	Anti	1	1
51	climate	greater than	Higher	Pro	2	2
51	climate	greater than	Higher	Pro	2	2
302	climate	greater than	Higher	Pro	1	1
302	climate	greater than	Higher	Pro	1	1
54	climate	greater than	Higher	Pro	2	2
54	climate	greater than	Higher	Pro	2	2
57	climate	greater than	Higher	Pro	2	2
57	climate	greater than	Higher	Pro	2	2
60	climate	less than	Higher	Anti	1	1
60	climate	less than	Higher	Anti	1	1
364	climate	greater than	Higher	Pro	2	2
364	climate	greater than	Higher	Pro	2	2
53	climate	greater than	Higher	Pro	2	2
53	climate	greater than	Higher	Pro	2	2
280	climate	greater than	Higher	Pro	2	2
280	climate	greater than	Higher	Pro	2	2
301	climate	greater than	Higher	Pro	2	2
301	climate	greater than	Higher	Pro	2	2
65	climate	greater than	Higher	Pro	2	2
65	climate	greater than	Higher	Pro	2	2
55	climate	greater than	Neutral	Neutral	NA	NA
55	climate	greater than	Neutral	Neutral	NA	NA
307	climate	less than	Higher	Anti	2	2
307	climate	less than	Higher	Anti	2	2
305	climate	less than	Lower	Pro	1	1
305	climate	less than	Lower	Pro	1	1
308	climate	greater than	Higher	Pro	2	2
308	climate	greater than	Higher	Pro	2	2
300	climate	greater than	Higher	Pro	2	2
300	climate	greater than	Higher	Pro	2	2
59	climate	less than	Higher	Anti	2	2
59	climate	less than	Higher	Anti	2	2
270	climate	less than	Neutral	Neutral	NA	NA
270	climate	less than	Neutral	Neutral	NA	NA
309	climate	less than	Higher	Anti	2	2
309	climate	less than	Higher	Anti	2	2
71	climate	less than	Higher	Anti	2	2
71	climate	less than	Higher	Anti	2	2
310	climate	greater than	Higher	Pro	2	2
310	climate	greater than	Higher	Pro	2	2
68	climate	greater than	Neutral	Neutral	NA	NA
68	climate	greater than	Neutral	Neutral	NA	NA
299	climate	greater than	Higher	Pro	2	2
299	climate	greater than	Higher	Pro	2	2
367	climate	greater than	Higher	Pro	2	2
367	climate	greater than	Higher	Pro	2	2
295	climate	less than	Higher	Anti	2	2
295	climate	less than	Higher	Anti	2	2
48	climate	greater than	Higher	Pro	1	1
48	climate	greater than	Higher	Pro	1	1
37	climate	greater than	Neutral	Neutral	NA	NA
37	climate	greater than	Neutral	Neutral	NA	NA
36	climate	greater than	Higher	Pro	2	2
36	climate	greater than	Higher	Pro	2	2
284	climate	less than	Higher	Anti	2	2
284	climate	less than	Higher	Anti	2	2
278	climate	greater than	Higher	Pro	2	2
278	climate	greater than	Higher	Pro	2	2
23	climate	greater than	Higher	Pro	1	1
23	climate	greater than	Higher	Pro	1	1
275	climate	less than	Neutral	Neutral	NA	NA
275	climate	less than	Neutral	Neutral	NA	NA
26	climate	less than	Higher	Anti	2	2
26	climate	less than	Higher	Anti	2	2
373	climate	greater than	Higher	Pro	2	2
373	climate	greater than	Higher	Pro	2	2
19	climate	greater than	Higher	Pro	2	2
19	climate	greater than	Higher	Pro	2	2
269	climate	greater than	Higher	Pro	1	1
269	climate	greater than	Higher	Pro	1	1
17	climate	less than	Higher	Anti	1	1
17	climate	less than	Higher	Anti	1	1
267	climate	greater than	Higher	Pro	2	2
267	climate	greater than	Higher	Pro	2	2
264	climate	less than	Higher	Anti	2	2
264	climate	less than	Higher	Anti	2	2
11	climate	greater than	Lower	Anti	1	1
11	climate	greater than	Lower	Anti	1	1
261	climate	less than	Higher	Anti	2	2
261	climate	less than	Higher	Anti	2	2
7	climate	greater than	Higher	Pro	2	2
7	climate	greater than	Higher	Pro	2	2
6	climate	less than	Higher	Anti	2	2
6	climate	less than	Higher	Anti	2	2
5	climate	greater than	Higher	Pro	1	1
5	climate	greater than	Higher	Pro	1	1
292	climate	less than	Neutral	Neutral	NA	NA
292	climate	less than	Neutral	Neutral	NA	NA
32	climate	greater than	Higher	Pro	2	2
32	climate	greater than	Higher	Pro	2	2
49	climate	greater than	Higher	Pro	2	2
49	climate	greater than	Higher	Pro	2	2
61	climate	less than	Higher	Anti	1	1
61	climate	less than	Higher	Anti	1	1
312	climate	greater than	Higher	Pro	2	2
312	climate	greater than	Higher	Pro	2	2
70	climate	less than	Higher	Anti	1	1
70	climate	less than	Higher	Anti	1	1
77	climate	greater than	Neutral	Neutral	NA	NA
77	climate	greater than	Neutral	Neutral	NA	NA
72	climate	greater than	Higher	Pro	2	2
72	climate	greater than	Higher	Pro	2	2
316	climate	less than	Higher	Anti	1	1
316	climate	less than	Higher	Anti	1	1
76	climate	greater than	Higher	Pro	2	2
76	climate	greater than	Higher	Pro	2	2
317	climate	less than	Higher	Anti	1	1
317	climate	less than	Higher	Anti	1	1
363	climate	less than	Higher	Anti	1	1
363	climate	less than	Higher	Anti	1	1
73	climate	greater than	Higher	Pro	2	2
73	climate	greater than	Higher	Pro	2	2
318	climate	greater than	Higher	Pro	1	1
318	climate	greater than	Higher	Pro	1	1
78	climate	greater than	Higher	Pro	2	2
78	climate	greater than	Higher	Pro	2	2
85	climate	less than	Higher	Anti	2	2
85	climate	less than	Higher	Anti	2	2
67	climate	less than	Higher	Anti	1	1
67	climate	less than	Higher	Anti	1	1
326	climate	less than	Higher	Anti	1	1
326	climate	less than	Higher	Anti	1	1
91	climate	less than	Higher	Anti	2	2
91	climate	less than	Higher	Anti	2	2
323	climate	greater than	Higher	Pro	1	1
323	climate	greater than	Higher	Pro	1	1
69	climate	less than	Higher	Anti	1	1
69	climate	less than	Higher	Anti	1	1
86	climate	greater than	Higher	Pro	1	1
86	climate	greater than	Higher	Pro	1	1
315	climate	greater than	Higher	Pro	2	2
315	climate	greater than	Higher	Pro	2	2
324	climate	greater than	Neutral	Neutral	NA	NA
324	climate	greater than	Neutral	Neutral	NA	NA
383	climate	greater than	Higher	Pro	1	1
383	climate	greater than	Higher	Pro	1	1
320	climate	less than	Higher	Anti	2	2
320	climate	less than	Higher	Anti	2	2
327	climate	less than	Higher	Anti	2	2
327	climate	less than	Higher	Anti	2	2
328	climate	less than	Higher	Anti	2	2
328	climate	less than	Higher	Anti	2	2
88	climate	less than	Higher	Anti	1	1
88	climate	less than	Higher	Anti	1	1
322	climate	greater than	Higher	Pro	2	2
322	climate	greater than	Higher	Pro	2	2
89	climate	less than	Higher	Anti	2	2
89	climate	less than	Higher	Anti	2	2
331	climate	greater than	Higher	Pro	1	1
331	climate	greater than	Higher	Pro	1	1
362	climate	less than	Higher	Anti	2	2
362	climate	less than	Higher	Anti	2	2
97	climate	greater than	Higher	Pro	2	2
97	climate	greater than	Higher	Pro	2	2
332	climate	less than	Lower	Pro	2	2
332	climate	less than	Lower	Pro	2	2
313	climate	greater than	Higher	Pro	2	2
313	climate	greater than	Higher	Pro	2	2
98	climate	less than	Higher	Anti	2	2
98	climate	less than	Higher	Anti	2	2
325	climate	greater than	Higher	Pro	2	2
325	climate	greater than	Higher	Pro	2	2
329	climate	less than	Higher	Anti	2	2
329	climate	less than	Higher	Anti	2	2
66	climate	greater than	Higher	Pro	2	2
66	climate	greater than	Higher	Pro	2	2
333	climate	greater than	Higher	Pro	2	2
333	climate	greater than	Higher	Pro	2	2
336	climate	greater than	Higher	Pro	1	1
336	climate	greater than	Higher	Pro	1	1
337	climate	greater than	Higher	Pro	2	2
337	climate	greater than	Higher	Pro	2	2
334	climate	less than	Higher	Anti	2	2
334	climate	less than	Higher	Anti	2	2
314	climate	greater than	Higher	Pro	2	2
314	climate	greater than	Higher	Pro	2	2
108	climate	greater than	Higher	Pro	1	1
108	climate	greater than	Higher	Pro	1	1
101	climate	less than	Higher	Anti	1	1
101	climate	less than	Higher	Anti	1	1
106	climate	less than	Higher	Anti	2	2
106	climate	less than	Higher	Anti	2	2
105	climate	greater than	Higher	Pro	1	1
105	climate	greater than	Higher	Pro	1	1
62	climate	greater than	Lower	Anti	1	1
62	climate	greater than	Lower	Anti	1	1
109	climate	greater than	Higher	Pro	2	2
109	climate	greater than	Higher	Pro	2	2
107	climate	greater than	Neutral	Neutral	NA	NA
107	climate	greater than	Neutral	Neutral	NA	NA
330	climate	less than	Higher	Anti	1	1
330	climate	less than	Higher	Anti	1	1
342	climate	less than	Higher	Anti	2	2
342	climate	less than	Higher	Anti	2	2
111	climate	less than	Higher	Anti	2	2
111	climate	less than	Higher	Anti	2	2
338	climate	greater than	Higher	Pro	1	1
338	climate	greater than	Higher	Pro	1	1
345	climate	greater than	Higher	Pro	1	1
345	climate	greater than	Higher	Pro	1	1
289	climate	greater than	Neutral	Neutral	NA	NA
289	climate	greater than	Neutral	Neutral	NA	NA
344	climate	less than	Higher	Anti	2	2
344	climate	less than	Higher	Anti	2	2
112	climate	greater than	Higher	Pro	1	1
112	climate	greater than	Higher	Pro	1	1
100	climate	less than	Higher	Anti	2	2
100	climate	less than	Higher	Anti	2	2
343	climate	less than	Higher	Anti	1	1
343	climate	less than	Higher	Anti	1	1
99	climate	less than	Lower	Pro	1	1
99	climate	less than	Lower	Pro	1	1
75	climate	less than	Higher	Anti	2	2
75	climate	less than	Higher	Anti	2	2
94	climate	greater than	Higher	Pro	2	2
94	climate	greater than	Higher	Pro	2	2
93	climate	greater than	Higher	Pro	1	1
93	climate	greater than	Higher	Pro	1	1
96	climate	greater than	Higher	Pro	2	2
96	climate	greater than	Higher	Pro	2	2
321	climate	less than	Higher	Anti	2	2
321	climate	less than	Higher	Anti	2	2
87	climate	less than	Higher	Anti	1	1
87	climate	less than	Higher	Anti	1	1
90	climate	less than	Neutral	Neutral	NA	NA
90	climate	less than	Neutral	Neutral	NA	NA
113	climate	greater than	Higher	Pro	1	1
113	climate	greater than	Higher	Pro	1	1
102	climate	greater than	Higher	Pro	1	1
102	climate	greater than	Higher	Pro	1	1
110	climate	less than	Higher	Anti	1	1
110	climate	less than	Higher	Anti	1	1
115	climate	greater than	Higher	Pro	2	2
115	climate	greater than	Higher	Pro	2	2
95	climate	greater than	Higher	Pro	2	2
95	climate	greater than	Higher	Pro	2	2
103	climate	greater than	Higher	Pro	2	2
103	climate	greater than	Higher	Pro	2	2
339	climate	less than	Higher	Anti	2	2
339	climate	less than	Higher	Anti	2	2
350	climate	greater than	Higher	Pro	2	2
350	climate	greater than	Higher	Pro	2	2
341	climate	greater than	Higher	Pro	2	2
341	climate	greater than	Higher	Pro	2	2
114	climate	greater than	Higher	Pro	2	2
114	climate	greater than	Higher	Pro	2	2
335	climate	less than	Higher	Anti	1	1
335	climate	less than	Higher	Anti	1	1
351	climate	less than	Higher	Anti	1	1
351	climate	less than	Higher	Anti	1	1
349	climate	greater than	Higher	Pro	2	2
349	climate	greater than	Higher	Pro	2	2
348	climate	greater than	Higher	Pro	1	1
348	climate	greater than	Higher	Pro	1	1
104	climate	less than	Higher	Anti	2	2
104	climate	less than	Higher	Anti	2	2
319	climate	less than	Higher	Anti	2	2
319	climate	less than	Higher	Anti	2	2
356	climate	greater than	Higher	Pro	1	1
356	climate	greater than	Higher	Pro	1	1
352	climate	greater than	Higher	Pro	2	2
352	climate	greater than	Higher	Pro	2	2
118	climate	less than	Higher	Anti	2	2
118	climate	less than	Higher	Anti	2	2
116	climate	less than	Higher	Anti	1	1
116	climate	less than	Higher	Anti	1	1
117	climate	greater than	Higher	Pro	2	2
117	climate	greater than	Higher	Pro	2	2
354	climate	less than	Higher	Anti	2	2
354	climate	less than	Higher	Anti	2	2
346	climate	greater than	Higher	Pro	2	2
346	climate	greater than	Higher	Pro	2	2
120	climate	greater than	Higher	Pro	2	2
120	climate	greater than	Higher	Pro	2	2
74	climate	greater than	Higher	Pro	2	2
74	climate	greater than	Higher	Pro	2	2
122	climate	less than	Higher	Anti	1	1
122	climate	less than	Higher	Anti	1	1
124	climate	less than	Neutral	Neutral	NA	NA
124	climate	less than	Neutral	Neutral	NA	NA
123	climate	greater than	Higher	Pro	2	2
123	climate	greater than	Higher	Pro	2	2
359	climate	less than	Higher	Anti	2	2
359	climate	less than	Higher	Anti	2	2
357	climate	greater than	Higher	Pro	1	1
357	climate	greater than	Higher	Pro	1	1
361	climate	less than	Higher	Anti	2	2
361	climate	less than	Higher	Anti	2	2
121	climate	less than	Higher	Anti	2	2
121	climate	less than	Higher	Anti	2	2
340	climate	less than	Higher	Anti	1	1
340	climate	less than	Higher	Anti	1	1
127	climate	less than	Higher	Anti	1	1
127	climate	less than	Higher	Anti	1	1
353	climate	less than	Higher	Anti	2	2
353	climate	less than	Higher	Anti	2	2
128	climate	greater than	Higher	Pro	1	1
128	climate	greater than	Higher	Pro	1	1
129	climate	less than	Higher	Anti	2	2
129	climate	less than	Higher	Anti	2	2
347	climate	less than	Neutral	Neutral	NA	NA
347	climate	less than	Neutral	Neutral	NA	NA
311	climate	less than	Higher	Anti	2	2
311	climate	less than	Higher	Anti	2	2
386	climate	greater than	Higher	Pro	1	1
386	climate	greater than	Higher	Pro	1	1
384	climate	greater than	Higher	Pro	2	2
384	climate	greater than	Higher	Pro	2	2
64	climate	less than	Higher	Anti	2	2
64	climate	less than	Higher	Anti	2	2
133	climate	greater than	Higher	Pro	1	1
133	climate	greater than	Higher	Pro	1	1
125	climate	less than	Higher	Anti	1	1
125	climate	less than	Higher	Anti	1	1
360	climate	greater than	Higher	Pro	2	2
360	climate	greater than	Higher	Pro	2	2
387	climate	greater than	Higher	Pro	2	2
387	climate	greater than	Higher	Pro	2	2
385	climate	greater than	Higher	Pro	2	2
385	climate	greater than	Higher	Pro	2	2
389	climate	greater than	Higher	Pro	1	1
389	climate	greater than	Higher	Pro	1	1
119	climate	greater than	Higher	Pro	2	2
119	climate	greater than	Higher	Pro	2	2
126	climate	less than	Higher	Anti	2	2
126	climate	less than	Higher	Anti	2	2
132	climate	less than	Higher	Anti	2	2
132	climate	less than	Higher	Anti	2	2
390	climate	greater than	Higher	Pro	1	1
390	climate	greater than	Higher	Pro	1	1
391	climate	greater than	Neutral	Neutral	NA	NA
391	climate	greater than	Neutral	Neutral	NA	NA
134	climate	greater than	Higher	Pro	2	2
134	climate	greater than	Higher	Pro	2	2
135	climate	greater than	Higher	Pro	1	1
135	climate	greater than	Higher	Pro	1	1
131	climate	greater than	Higher	Pro	2	2
131	climate	greater than	Higher	Pro	2	2
388	climate	less than	Higher	Anti	1	1
388	climate	less than	Higher	Anti	1	1
393	climate	greater than	Higher	Pro	2	2
393	climate	greater than	Higher	Pro	2	2
392	climate	less than	Neutral	Neutral	NA	NA
392	climate	less than	Neutral	Neutral	NA	NA
396	climate	less than	Higher	Anti	1	1
396	climate	less than	Higher	Anti	1	1
138	climate	greater than	Higher	Pro	2	2
138	climate	greater than	Higher	Pro	2	2
136	climate	greater than	Lower	Anti	1	1
136	climate	greater than	Lower	Anti	1	1
139	climate	less than	Neutral	Neutral	NA	NA
139	climate	less than	Neutral	Neutral	NA	NA
504	climate	less than	Higher	Anti	2	2
504	climate	less than	Higher	Anti	2	2
397	climate	greater than	Higher	Pro	2	2
397	climate	greater than	Higher	Pro	2	2
395	climate	greater than	Neutral	Neutral	NA	NA
395	climate	greater than	Neutral	Neutral	NA	NA
394	climate	greater than	Higher	Pro	1	1
394	climate	greater than	Higher	Pro	1	1
142	climate	less than	Higher	Anti	2	2
142	climate	less than	Higher	Anti	2	2
141	climate	greater than	Higher	Pro	1	1
141	climate	greater than	Higher	Pro	1	1
137	climate	less than	Lower	Pro	2	2
137	climate	less than	Lower	Pro	2	2
145	climate	greater than	Higher	Pro	1	1
145	climate	greater than	Higher	Pro	1	1
22	climate	less than	Higher	Anti	2	2
22	climate	less than	Higher	Anti	2	2
144	climate	less than	Lower	Pro	1	1
144	climate	less than	Lower	Pro	1	1
400	climate	greater than	Higher	Pro	2	2
400	climate	greater than	Higher	Pro	2	2
146	climate	greater than	Neutral	Neutral	NA	NA
146	climate	greater than	Neutral	Neutral	NA	NA
398	climate	greater than	Higher	Pro	2	2
398	climate	greater than	Higher	Pro	2	2
148	climate	greater than	Higher	Pro	2	2
148	climate	greater than	Higher	Pro	2	2
140	climate	greater than	Higher	Pro	2	2
140	climate	greater than	Higher	Pro	2	2
503	climate	less than	Neutral	Neutral	NA	NA
503	climate	less than	Neutral	Neutral	NA	NA
399	climate	less than	Higher	Anti	1	1
399	climate	less than	Higher	Anti	1	1
401	climate	greater than	Higher	Pro	2	2
401	climate	greater than	Higher	Pro	2	2
149	climate	greater than	Higher	Pro	2	2
149	climate	greater than	Higher	Pro	2	2
143	climate	less than	Higher	Anti	2	2
143	climate	less than	Higher	Anti	2	2
403	climate	less than	Higher	Anti	2	2
403	climate	less than	Higher	Anti	2	2
147	climate	greater than	Higher	Pro	1	1
147	climate	greater than	Higher	Pro	1	1
150	climate	greater than	Higher	Pro	1	1
150	climate	greater than	Higher	Pro	1	1
153	climate	less than	Higher	Anti	1	1
153	climate	less than	Higher	Anti	1	1
152	climate	less than	Higher	Anti	2	2
152	climate	less than	Higher	Anti	2	2
404	climate	greater than	Higher	Pro	1	1
404	climate	greater than	Higher	Pro	1	1
154	climate	less than	Higher	Anti	1	1
154	climate	less than	Higher	Anti	1	1
358	climate	greater than	Higher	Pro	1	1
358	climate	greater than	Higher	Pro	1	1
151	climate	less than	Higher	Anti	2	2
151	climate	less than	Higher	Anti	2	2
402	climate	less than	Higher	Anti	1	1
402	climate	less than	Higher	Anti	1	1
130	climate	greater than	Higher	Pro	2	2
130	climate	greater than	Higher	Pro	2	2
155	climate	greater than	Higher	Pro	1	1
155	climate	greater than	Higher	Pro	1	1
500	climate	less than	Higher	Anti	1	1
500	climate	less than	Higher	Anti	1	1
156	climate	less than	Higher	Anti	2	2
156	climate	less than	Higher	Anti	2	2
406	climate	greater than	Higher	Pro	1	1
406	climate	greater than	Higher	Pro	1	1
502	climate	greater than	Neutral	Neutral	NA	NA
502	climate	greater than	Neutral	Neutral	NA	NA
408	climate	less than	Higher	Anti	1	1
408	climate	less than	Higher	Anti	1	1
407	climate	greater than	Higher	Pro	2	2
407	climate	greater than	Higher	Pro	2	2
161	climate	greater than	Higher	Pro	2	2
161	climate	greater than	Higher	Pro	2	2
409	climate	less than	Neutral	Neutral	NA	NA
409	climate	less than	Neutral	Neutral	NA	NA
159	climate	greater than	Higher	Pro	2	2
159	climate	greater than	Higher	Pro	2	2
411	climate	less than	Higher	Anti	1	1
411	climate	less than	Higher	Anti	1	1
410	climate	greater than	Neutral	Neutral	NA	NA
410	climate	greater than	Neutral	Neutral	NA	NA
163	climate	greater than	Higher	Pro	1	1
163	climate	greater than	Higher	Pro	1	1
412	climate	greater than	Higher	Pro	2	2
412	climate	greater than	Higher	Pro	2	2
497	climate	greater than	Higher	Pro	2	2
497	climate	greater than	Higher	Pro	2	2
495	climate	less than	Higher	Anti	2	2
495	climate	less than	Higher	Anti	2	2
167	climate	greater than	Neutral	Neutral	NA	NA
167	climate	greater than	Neutral	Neutral	NA	NA
355	climate	less than	Higher	Anti	2	2
355	climate	less than	Higher	Anti	2	2
168	climate	greater than	Higher	Pro	2	2
168	climate	greater than	Higher	Pro	2	2
416	climate	greater than	Higher	Pro	1	1
416	climate	greater than	Higher	Pro	1	1
415	climate	greater than	Higher	Pro	2	2
415	climate	greater than	Higher	Pro	2	2
170	climate	greater than	Higher	Pro	2	2
170	climate	greater than	Higher	Pro	2	2
417	climate	greater than	Higher	Pro	2	2
417	climate	greater than	Higher	Pro	2	2
493	climate	greater than	Higher	Pro	1	1
493	climate	greater than	Higher	Pro	1	1
171	climate	greater than	Higher	Pro	2	2
171	climate	greater than	Higher	Pro	2	2
419	climate	greater than	Higher	Pro	1	1
419	climate	greater than	Higher	Pro	1	1
420	climate	greater than	Higher	Pro	1	1
420	climate	greater than	Higher	Pro	1	1
173	climate	greater than	Higher	Pro	1	1
173	climate	greater than	Higher	Pro	1	1
172	climate	less than	Higher	Anti	2	2
172	climate	less than	Higher	Anti	2	2
421	climate	less than	Neutral	Neutral	NA	NA
421	climate	less than	Neutral	Neutral	NA	NA
418	climate	greater than	Higher	Pro	1	1
418	climate	greater than	Higher	Pro	1	1
176	climate	less than	Higher	Anti	1	1
176	climate	less than	Higher	Anti	1	1
175	climate	greater than	Higher	Pro	1	1
175	climate	greater than	Higher	Pro	1	1
423	climate	less than	Neutral	Neutral	NA	NA
423	climate	less than	Neutral	Neutral	NA	NA
177	climate	greater than	Higher	Pro	1	1
177	climate	greater than	Higher	Pro	1	1
424	climate	less than	Higher	Anti	1	1
424	climate	less than	Higher	Anti	1	1
422	climate	greater than	Neutral	Neutral	NA	NA
422	climate	greater than	Neutral	Neutral	NA	NA
426	climate	less than	Higher	Anti	2	2
426	climate	less than	Higher	Anti	2	2
178	climate	greater than	Higher	Pro	1	1
178	climate	greater than	Higher	Pro	1	1
425	climate	less than	Higher	Anti	1	1
425	climate	less than	Higher	Anti	1	1
180	climate	less than	Higher	Anti	1	1
180	climate	less than	Higher	Anti	1	1
174	climate	greater than	Higher	Pro	2	2
174	climate	greater than	Higher	Pro	2	2
181	climate	greater than	Neutral	Neutral	NA	NA
181	climate	greater than	Neutral	Neutral	NA	NA
430	climate	greater than	Neutral	Neutral	NA	NA
430	climate	greater than	Neutral	Neutral	NA	NA
183	climate	less than	Higher	Anti	1	1
183	climate	less than	Higher	Anti	1	1
184	climate	less than	Higher	Anti	1	1
184	climate	less than	Higher	Anti	1	1
432	climate	less than	Higher	Anti	2	2
432	climate	less than	Higher	Anti	2	2
491	climate	less than	Higher	Anti	1	1
491	climate	less than	Higher	Anti	1	1
188	climate	less than	Higher	Anti	1	1
188	climate	less than	Higher	Anti	1	1
189	climate	less than	Higher	Anti	1	1
189	climate	less than	Higher	Anti	1	1
433	climate	less than	Higher	Anti	1	1
433	climate	less than	Higher	Anti	1	1
191	climate	greater than	Lower	Anti	2	2
191	climate	greater than	Lower	Anti	2	2
435	climate	greater than	Higher	Pro	2	2
435	climate	greater than	Higher	Pro	2	2
192	climate	greater than	Neutral	Neutral	NA	NA
192	climate	greater than	Neutral	Neutral	NA	NA
193	climate	less than	Higher	Anti	2	2
193	climate	less than	Higher	Anti	2	2
489	climate	less than	Higher	Anti	1	1
489	climate	less than	Higher	Anti	1	1
485	climate	less than	Lower	Pro	2	2
485	climate	less than	Lower	Pro	2	2
199	climate	less than	Neutral	Neutral	NA	NA
199	climate	less than	Neutral	Neutral	NA	NA
436	climate	less than	Lower	Pro	1	1
436	climate	less than	Lower	Pro	1	1
200	climate	less than	Higher	Anti	1	1
200	climate	less than	Higher	Anti	1	1
201	climate	less than	Neutral	Neutral	NA	NA
201	climate	less than	Neutral	Neutral	NA	NA
439	climate	less than	Higher	Anti	1	1
439	climate	less than	Higher	Anti	1	1
440	climate	greater than	Neutral	Neutral	NA	NA
440	climate	greater than	Neutral	Neutral	NA	NA
203	climate	less than	Higher	Anti	2	2
203	climate	less than	Higher	Anti	2	2
441	climate	less than	Higher	Anti	1	1
441	climate	less than	Higher	Anti	1	1
204	climate	less than	Higher	Anti	1	1
204	climate	less than	Higher	Anti	1	1
483	climate	greater than	Higher	Pro	2	2
483	climate	greater than	Higher	Pro	2	2
482	climate	greater than	Higher	Pro	1	1
482	climate	greater than	Higher	Pro	1	1
206	climate	greater than	Lower	Anti	1	1
206	climate	greater than	Lower	Anti	1	1
481	climate	less than	Higher	Anti	1	1
481	climate	less than	Higher	Anti	1	1
442	climate	greater than	Lower	Anti	1	1
442	climate	greater than	Lower	Anti	1	1
208	climate	greater than	Higher	Pro	1	1
208	climate	greater than	Higher	Pro	1	1
209	climate	greater than	Higher	Pro	2	2
209	climate	greater than	Higher	Pro	2	2
443	climate	greater than	Lower	Anti	1	1
443	climate	greater than	Lower	Anti	1	1
210	climate	greater than	Higher	Pro	2	2
210	climate	greater than	Higher	Pro	2	2
444	climate	less than	Higher	Anti	2	2
444	climate	less than	Higher	Anti	2	2
211	climate	greater than	Higher	Pro	1	1
211	climate	greater than	Higher	Pro	1	1
212	climate	greater than	Neutral	Neutral	NA	NA
212	climate	greater than	Neutral	Neutral	NA	NA
445	climate	greater than	Higher	Pro	2	2
445	climate	greater than	Higher	Pro	2	2
446	climate	less than	Lower	Pro	1	1
446	climate	less than	Lower	Pro	1	1
213	climate	less than	Higher	Anti	1	1
213	climate	less than	Higher	Anti	1	1
214	climate	less than	Higher	Anti	1	1
214	climate	less than	Higher	Anti	1	1
480	climate	less than	Higher	Anti	2	2
480	climate	less than	Higher	Anti	2	2
215	climate	greater than	Higher	Pro	2	2
215	climate	greater than	Higher	Pro	2	2
447	climate	less than	Higher	Anti	1	1
447	climate	less than	Higher	Anti	1	1
217	climate	greater than	Neutral	Neutral	NA	NA
217	climate	greater than	Neutral	Neutral	NA	NA
218	climate	less than	Neutral	Neutral	NA	NA
218	climate	less than	Neutral	Neutral	NA	NA
220	climate	greater than	Higher	Pro	1	1
220	climate	greater than	Higher	Pro	1	1
453	climate	less than	Lower	Pro	1	1
453	climate	less than	Lower	Pro	1	1
221	climate	less than	Neutral	Neutral	NA	NA
221	climate	less than	Neutral	Neutral	NA	NA
479	climate	greater than	Higher	Pro	1	1
479	climate	greater than	Higher	Pro	1	1
223	climate	greater than	Higher	Pro	1	1
223	climate	greater than	Higher	Pro	1	1
224	climate	greater than	Neutral	Neutral	NA	NA
224	climate	greater than	Neutral	Neutral	NA	NA
225	climate	greater than	Higher	Pro	1	1
225	climate	greater than	Higher	Pro	1	1
455	climate	greater than	Higher	Pro	2	2
455	climate	greater than	Higher	Pro	2	2
456	climate	less than	Lower	Pro	1	1
456	climate	less than	Lower	Pro	1	1
228	climate	greater than	Higher	Pro	2	2
228	climate	greater than	Higher	Pro	2	2
229	climate	less than	Higher	Anti	2	2
229	climate	less than	Higher	Anti	2	2
458	climate	greater than	Neutral	Neutral	NA	NA
458	climate	greater than	Neutral	Neutral	NA	NA
230	climate	greater than	Lower	Anti	2	2
230	climate	greater than	Lower	Anti	2	2
231	climate	less than	Higher	Anti	2	2
231	climate	less than	Higher	Anti	2	2
459	climate	less than	Higher	Anti	1	1
459	climate	less than	Higher	Anti	1	1
460	climate	less than	Higher	Anti	1	1
460	climate	less than	Higher	Anti	1	1
235	climate	less than	Higher	Anti	1	1
235	climate	less than	Higher	Anti	1	1
462	climate	greater than	Higher	Pro	2	2
462	climate	greater than	Higher	Pro	2	2
236	climate	greater than	Higher	Pro	2	2
236	climate	greater than	Higher	Pro	2	2
238	climate	less than	Higher	Anti	1	1
238	climate	less than	Higher	Anti	1	1
463	climate	greater than	Higher	Pro	1	1
463	climate	greater than	Higher	Pro	1	1
239	climate	greater than	Higher	Pro	1	1
239	climate	greater than	Higher	Pro	1	1
464	climate	greater than	Neutral	Neutral	NA	NA
464	climate	greater than	Neutral	Neutral	NA	NA
465	climate	less than	Higher	Anti	1	1
465	climate	less than	Higher	Anti	1	1
240	climate	less than	Lower	Pro	1	1
240	climate	less than	Lower	Pro	1	1
466	climate	less than	Higher	Anti	2	2
466	climate	less than	Higher	Anti	2	2
241	climate	greater than	Higher	Pro	1	1
241	climate	greater than	Higher	Pro	1	1
467	climate	less than	Higher	Anti	2	2
467	climate	less than	Higher	Anti	2	2
468	climate	less than	Higher	Anti	2	2
468	climate	less than	Higher	Anti	2	2
242	climate	less than	Higher	Anti	1	1
242	climate	less than	Higher	Anti	1	1
243	climate	less than	Higher	Anti	2	2
243	climate	less than	Higher	Anti	2	2
469	climate	greater than	Higher	Pro	1	1
469	climate	greater than	Higher	Pro	1	1
244	climate	less than	Higher	Anti	2	2
244	climate	less than	Higher	Anti	2	2
475	climate	less than	Higher	Anti	1	1
475	climate	less than	Higher	Anti	1	1
246	climate	less than	Higher	Anti	1	1
246	climate	less than	Higher	Anti	1	1
245	climate	greater than	Neutral	Neutral	NA	NA
245	climate	greater than	Neutral	Neutral	NA	NA
470	climate	less than	Higher	Anti	1	1
470	climate	less than	Higher	Anti	1	1
247	climate	less than	Higher	Anti	1	1
247	climate	less than	Higher	Anti	1	1
474	climate	less than	Higher	Anti	1	1
474	climate	less than	Higher	Anti	1	1
249	climate	greater than	Higher	Pro	2	2
249	climate	greater than	Higher	Pro	2	2
471	climate	less than	Higher	Anti	1	1
471	climate	less than	Higher	Anti	1	1
472	climate	greater than	Higher	Pro	1	1
472	climate	greater than	Higher	Pro	1	1
473	climate	less than	Higher	Anti	1	1
473	climate	less than	Higher	Anti	1	1
251	climate	greater than	Higher	Pro	1	1
251	climate	greater than	Higher	Pro	1	1
250	climate	greater than	Neutral	Neutral	NA	NA
250	climate	greater than	Neutral	Neutral	NA	NA
248	climate	greater than	Higher	Pro	2	2
248	climate	greater than	Higher	Pro	2	2
476	climate	greater than	Neutral	Neutral	NA	NA
476	climate	greater than	Neutral	Neutral	NA	NA
237	climate	less than	Higher	Anti	2	2
237	climate	less than	Higher	Anti	2	2
461	climate	less than	Higher	Anti	1	1
461	climate	less than	Higher	Anti	1	1
234	climate	greater than	Higher	Pro	1	1
234	climate	greater than	Higher	Pro	1	1
233	climate	less than	Lower	Pro	1	1
233	climate	less than	Lower	Pro	1	1
477	climate	less than	Higher	Anti	1	1
477	climate	less than	Higher	Anti	1	1
232	climate	less than	Higher	Anti	1	1
232	climate	less than	Higher	Anti	1	1
478	climate	less than	Higher	Anti	1	1
478	climate	less than	Higher	Anti	1	1
457	climate	greater than	Higher	Pro	2	2
457	climate	greater than	Higher	Pro	2	2
227	climate	less than	Neutral	Neutral	NA	NA
227	climate	less than	Neutral	Neutral	NA	NA
226	climate	less than	Higher	Anti	2	2
226	climate	less than	Higher	Anti	2	2
454	climate	less than	Higher	Anti	1	1
454	climate	less than	Higher	Anti	1	1
222	climate	less than	Higher	Anti	2	2
222	climate	less than	Higher	Anti	2	2
452	climate	greater than	Higher	Pro	1	1
452	climate	greater than	Higher	Pro	1	1
451	climate	less than	Lower	Pro	1	1
451	climate	less than	Lower	Pro	1	1
450	climate	less than	Higher	Anti	1	1
450	climate	less than	Higher	Anti	1	1
219	climate	greater than	Lower	Anti	2	2
219	climate	greater than	Lower	Anti	2	2
449	climate	greater than	Lower	Anti	2	2
449	climate	greater than	Lower	Anti	2	2
448	climate	greater than	Lower	Anti	1	1
448	climate	greater than	Lower	Anti	1	1
216	climate	less than	Higher	Anti	1	1
216	climate	less than	Higher	Anti	1	1
207	climate	less than	Neutral	Neutral	NA	NA
207	climate	less than	Neutral	Neutral	NA	NA
205	climate	greater than	Neutral	Neutral	NA	NA
205	climate	greater than	Neutral	Neutral	NA	NA
202	climate	less than	Higher	Anti	1	1
202	climate	less than	Higher	Anti	1	1
484	climate	greater than	Neutral	Neutral	NA	NA
484	climate	greater than	Neutral	Neutral	NA	NA
438	climate	greater than	Higher	Pro	2	2
438	climate	greater than	Higher	Pro	2	2
437	climate	less than	Higher	Anti	1	1
437	climate	less than	Higher	Anti	1	1
198	climate	less than	Higher	Anti	2	2
198	climate	less than	Higher	Anti	2	2
197	climate	greater than	Lower	Anti	1	1
197	climate	greater than	Lower	Anti	1	1
486	climate	greater than	Higher	Pro	2	2
486	climate	greater than	Higher	Pro	2	2
487	climate	less than	Lower	Pro	2	2
487	climate	less than	Lower	Pro	2	2
196	climate	less than	Neutral	Neutral	NA	NA
196	climate	less than	Neutral	Neutral	NA	NA
195	climate	greater than	Lower	Anti	1	1
195	climate	greater than	Lower	Anti	1	1
488	climate	less than	Higher	Anti	1	1
488	climate	less than	Higher	Anti	1	1
194	climate	greater than	Higher	Pro	1	1
194	climate	greater than	Higher	Pro	1	1
490	climate	less than	Neutral	Neutral	NA	NA
490	climate	less than	Neutral	Neutral	NA	NA
434	climate	greater than	Neutral	Neutral	NA	NA
434	climate	greater than	Neutral	Neutral	NA	NA
190	climate	greater than	Higher	Pro	1	1
190	climate	greater than	Higher	Pro	1	1
187	climate	less than	Higher	Anti	2	2
187	climate	less than	Higher	Anti	2	2
186	climate	less than	Neutral	Neutral	NA	NA
186	climate	less than	Neutral	Neutral	NA	NA
185	climate	less than	Higher	Anti	2	2
185	climate	less than	Higher	Anti	2	2
492	climate	greater than	Higher	Pro	2	2
492	climate	greater than	Higher	Pro	2	2
182	climate	greater than	Higher	Pro	1	1
182	climate	greater than	Higher	Pro	1	1
429	climate	less than	Neutral	Neutral	NA	NA
429	climate	less than	Neutral	Neutral	NA	NA
428	climate	greater than	Neutral	Neutral	NA	NA
428	climate	greater than	Neutral	Neutral	NA	NA
427	climate	less than	Neutral	Neutral	NA	NA
427	climate	less than	Neutral	Neutral	NA	NA
179	climate	greater than	Higher	Pro	2	2
179	climate	greater than	Higher	Pro	2	2
169	climate	less than	Higher	Anti	1	1
169	climate	less than	Higher	Anti	1	1
494	climate	less than	Higher	Anti	1	1
494	climate	less than	Higher	Anti	1	1
414	climate	greater than	Higher	Pro	1	1
414	climate	greater than	Higher	Pro	1	1
496	climate	greater than	Higher	Pro	1	1
496	climate	greater than	Higher	Pro	1	1
166	climate	greater than	Neutral	Neutral	NA	NA
166	climate	greater than	Neutral	Neutral	NA	NA
164	climate	greater than	Neutral	Neutral	NA	NA
164	climate	greater than	Neutral	Neutral	NA	NA
413	climate	less than	Higher	Anti	1	1
413	climate	less than	Higher	Anti	1	1
165	climate	less than	Higher	Anti	2	2
165	climate	less than	Higher	Anti	2	2
499	climate	greater than	Higher	Pro	2	2
499	climate	greater than	Higher	Pro	2	2
162	climate	less than	Higher	Anti	2	2
162	climate	less than	Higher	Anti	2	2
157	climate	less than	Higher	Anti	2	2
157	climate	less than	Higher	Anti	2	2
498	climate	greater than	Higher	Pro	1	1
498	climate	greater than	Higher	Pro	1	1
160	climate	greater than	Higher	Pro	1	1
160	climate	greater than	Higher	Pro	1	1
158	climate	greater than	Higher	Pro	2	2
158	climate	greater than	Higher	Pro	2	2
501	climate	less than	Higher	Anti	1	1
501	climate	less than	Higher	Anti	1	1
405	climate	greater than	Neutral	Neutral	NA	NA
405	climate	greater than	Neutral	Neutral	NA	NA
431	climate	less than	Higher	Anti	2	2
431	climate	less than	Higher	Anti	2	2

Create a combined issue_motive_strength variable

data_mot <- data_mot %>% 
  mutate(issue_motive_strength = case_when(
    issue_motive == "Anti" & issue_strength == 2 ~ "Anti-strong",
    issue_motive == "Anti" & issue_strength == 1 ~ "Anti-moderate",
    issue_motive == "Pro" & issue_strength == 2 ~ "Pro-strong",
    issue_motive == "Pro" & issue_strength == 1 ~ "Pro-moderate",
    issue_motive == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

And check if this worked:

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         issue_motive, issue_strength, issue_motive_strength) %>% 
  tt(theme = "striped")

subj_idx	question_topic	message	issue_motive	issue_strength	issue_motive_strength
252	climate	less than	Anti	2	Anti-strong
252	climate	less than	Anti	2	Anti-strong
382	climate	less than	Anti	2	Anti-strong
382	climate	less than	Anti	2	Anti-strong
1	climate	greater than	Neutral	NA	Neutral
1	climate	greater than	Neutral	NA	Neutral
253	climate	less than	Anti	2	Anti-strong
253	climate	less than	Anti	2	Anti-strong
2	climate	less than	Neutral	NA	Neutral
2	climate	less than	Neutral	NA	Neutral
3	climate	less than	Anti	2	Anti-strong
3	climate	less than	Anti	2	Anti-strong
254	climate	greater than	Anti	1	Anti-moderate
254	climate	greater than	Anti	1	Anti-moderate
255	climate	greater than	Pro	2	Pro-strong
255	climate	greater than	Pro	2	Pro-strong
256	climate	greater than	Pro	1	Pro-moderate
256	climate	greater than	Pro	1	Pro-moderate
4	climate	greater than	Pro	1	Pro-moderate
4	climate	greater than	Pro	1	Pro-moderate
257	climate	less than	Anti	2	Anti-strong
257	climate	less than	Anti	2	Anti-strong
258	climate	less than	Anti	2	Anti-strong
258	climate	less than	Anti	2	Anti-strong
259	climate	greater than	Pro	1	Pro-moderate
259	climate	greater than	Pro	1	Pro-moderate
260	climate	less than	Anti	1	Anti-moderate
260	climate	less than	Anti	1	Anti-moderate
381	climate	less than	Neutral	NA	Neutral
381	climate	less than	Neutral	NA	Neutral
8	climate	greater than	Pro	1	Pro-moderate
8	climate	greater than	Pro	1	Pro-moderate
9	climate	less than	Anti	2	Anti-strong
9	climate	less than	Anti	2	Anti-strong
10	climate	greater than	Pro	1	Pro-moderate
10	climate	greater than	Pro	1	Pro-moderate
262	climate	greater than	Pro	2	Pro-strong
262	climate	greater than	Pro	2	Pro-strong
263	climate	less than	Anti	1	Anti-moderate
263	climate	less than	Anti	1	Anti-moderate
14	climate	greater than	Pro	2	Pro-strong
14	climate	greater than	Pro	2	Pro-strong
84	climate	greater than	Pro	1	Pro-moderate
84	climate	greater than	Pro	1	Pro-moderate
12	climate	greater than	Pro	2	Pro-strong
12	climate	greater than	Pro	2	Pro-strong
15	climate	greater than	Pro	2	Pro-strong
15	climate	greater than	Pro	2	Pro-strong
380	climate	greater than	Pro	1	Pro-moderate
380	climate	greater than	Pro	1	Pro-moderate
13	climate	less than	Anti	1	Anti-moderate
13	climate	less than	Anti	1	Anti-moderate
266	climate	greater than	Pro	1	Pro-moderate
266	climate	greater than	Pro	1	Pro-moderate
16	climate	greater than	Pro	2	Pro-strong
16	climate	greater than	Pro	2	Pro-strong
265	climate	greater than	Pro	2	Pro-strong
265	climate	greater than	Pro	2	Pro-strong
268	climate	less than	Anti	2	Anti-strong
268	climate	less than	Anti	2	Anti-strong
20	climate	less than	Anti	1	Anti-moderate
20	climate	less than	Anti	1	Anti-moderate
379	climate	greater than	Pro	2	Pro-strong
379	climate	greater than	Pro	2	Pro-strong
82	climate	less than	Anti	1	Anti-moderate
82	climate	less than	Anti	1	Anti-moderate
18	climate	greater than	Pro	1	Pro-moderate
18	climate	greater than	Pro	1	Pro-moderate
378	climate	less than	Anti	2	Anti-strong
378	climate	less than	Anti	2	Anti-strong
271	climate	less than	Anti	1	Anti-moderate
271	climate	less than	Anti	1	Anti-moderate
83	climate	greater than	Neutral	NA	Neutral
83	climate	greater than	Neutral	NA	Neutral
21	climate	less than	Anti	2	Anti-strong
21	climate	less than	Anti	2	Anti-strong
377	climate	greater than	Pro	1	Pro-moderate
377	climate	greater than	Pro	1	Pro-moderate
376	climate	less than	Anti	1	Anti-moderate
376	climate	less than	Anti	1	Anti-moderate
374	climate	greater than	Pro	1	Pro-moderate
374	climate	greater than	Pro	1	Pro-moderate
273	climate	greater than	Pro	1	Pro-moderate
273	climate	greater than	Pro	1	Pro-moderate
80	climate	less than	Anti	2	Anti-strong
80	climate	less than	Anti	2	Anti-strong
81	climate	less than	Anti	2	Anti-strong
81	climate	less than	Anti	2	Anti-strong
24	climate	greater than	Pro	1	Pro-moderate
24	climate	greater than	Pro	1	Pro-moderate
375	climate	greater than	Pro	2	Pro-strong
375	climate	greater than	Pro	2	Pro-strong
25	climate	greater than	Pro	2	Pro-strong
25	climate	greater than	Pro	2	Pro-strong
274	climate	greater than	Neutral	NA	Neutral
274	climate	greater than	Neutral	NA	Neutral
27	climate	less than	Anti	1	Anti-moderate
27	climate	less than	Anti	1	Anti-moderate
276	climate	less than	Anti	2	Anti-strong
276	climate	less than	Anti	2	Anti-strong
29	climate	greater than	Pro	2	Pro-strong
29	climate	greater than	Pro	2	Pro-strong
28	climate	less than	Anti	2	Anti-strong
28	climate	less than	Anti	2	Anti-strong
372	climate	less than	Anti	2	Anti-strong
372	climate	less than	Anti	2	Anti-strong
277	climate	greater than	Pro	2	Pro-strong
277	climate	greater than	Pro	2	Pro-strong
279	climate	less than	Anti	2	Anti-strong
279	climate	less than	Anti	2	Anti-strong
31	climate	less than	Anti	2	Anti-strong
31	climate	less than	Anti	2	Anti-strong
30	climate	less than	Anti	2	Anti-strong
30	climate	less than	Anti	2	Anti-strong
281	climate	greater than	Pro	2	Pro-strong
281	climate	greater than	Pro	2	Pro-strong
35	climate	less than	Anti	2	Anti-strong
35	climate	less than	Anti	2	Anti-strong
34	climate	greater than	Neutral	NA	Neutral
34	climate	greater than	Neutral	NA	Neutral
282	climate	less than	Anti	2	Anti-strong
282	climate	less than	Anti	2	Anti-strong
371	climate	greater than	Pro	2	Pro-strong
371	climate	greater than	Pro	2	Pro-strong
33	climate	greater than	Pro	2	Pro-strong
33	climate	greater than	Pro	2	Pro-strong
369	climate	greater than	Pro	2	Pro-strong
369	climate	greater than	Pro	2	Pro-strong
40	climate	less than	Neutral	NA	Neutral
40	climate	less than	Neutral	NA	Neutral
272	climate	less than	Anti	2	Anti-strong
272	climate	less than	Anti	2	Anti-strong
283	climate	less than	Anti	2	Anti-strong
283	climate	less than	Anti	2	Anti-strong
286	climate	less than	Anti	2	Anti-strong
286	climate	less than	Anti	2	Anti-strong
42	climate	greater than	Pro	1	Pro-moderate
42	climate	greater than	Pro	1	Pro-moderate
370	climate	less than	Anti	1	Anti-moderate
370	climate	less than	Anti	1	Anti-moderate
287	climate	greater than	Pro	2	Pro-strong
287	climate	greater than	Pro	2	Pro-strong
41	climate	greater than	Pro	2	Pro-strong
41	climate	greater than	Pro	2	Pro-strong
285	climate	less than	Anti	1	Anti-moderate
285	climate	less than	Anti	1	Anti-moderate
368	climate	less than	Anti	2	Anti-strong
368	climate	less than	Anti	2	Anti-strong
288	climate	greater than	Pro	2	Pro-strong
288	climate	greater than	Pro	2	Pro-strong
39	climate	greater than	Pro	1	Pro-moderate
39	climate	greater than	Pro	1	Pro-moderate
38	climate	greater than	Pro	1	Pro-moderate
38	climate	greater than	Pro	1	Pro-moderate
290	climate	less than	Anti	2	Anti-strong
290	climate	less than	Anti	2	Anti-strong
44	climate	greater than	Pro	2	Pro-strong
44	climate	greater than	Pro	2	Pro-strong
45	climate	less than	Neutral	NA	Neutral
45	climate	less than	Neutral	NA	Neutral
291	climate	less than	Anti	2	Anti-strong
291	climate	less than	Anti	2	Anti-strong
293	climate	less than	Anti	1	Anti-moderate
293	climate	less than	Anti	1	Anti-moderate
47	climate	greater than	Pro	1	Pro-moderate
47	climate	greater than	Pro	1	Pro-moderate
79	climate	greater than	Pro	1	Pro-moderate
79	climate	greater than	Pro	1	Pro-moderate
46	climate	less than	Anti	1	Anti-moderate
46	climate	less than	Anti	1	Anti-moderate
50	climate	less than	Anti	2	Anti-strong
50	climate	less than	Anti	2	Anti-strong
298	climate	greater than	Neutral	NA	Neutral
298	climate	greater than	Neutral	NA	Neutral
43	climate	greater than	Pro	1	Pro-moderate
43	climate	greater than	Pro	1	Pro-moderate
294	climate	less than	Anti	1	Anti-moderate
294	climate	less than	Anti	1	Anti-moderate
296	climate	greater than	Neutral	NA	Neutral
296	climate	greater than	Neutral	NA	Neutral
297	climate	less than	Neutral	NA	Neutral
297	climate	less than	Neutral	NA	Neutral
52	climate	greater than	Neutral	NA	Neutral
52	climate	greater than	Neutral	NA	Neutral
366	climate	greater than	Pro	1	Pro-moderate
366	climate	greater than	Pro	1	Pro-moderate
56	climate	greater than	Pro	2	Pro-strong
56	climate	greater than	Pro	2	Pro-strong
365	climate	less than	Anti	2	Anti-strong
365	climate	less than	Anti	2	Anti-strong
63	climate	less than	Anti	1	Anti-moderate
63	climate	less than	Anti	1	Anti-moderate
304	climate	less than	Anti	1	Anti-moderate
304	climate	less than	Anti	1	Anti-moderate
58	climate	less than	Anti	2	Anti-strong
58	climate	less than	Anti	2	Anti-strong
306	climate	less than	Anti	1	Anti-moderate
306	climate	less than	Anti	1	Anti-moderate
51	climate	greater than	Pro	2	Pro-strong
51	climate	greater than	Pro	2	Pro-strong
302	climate	greater than	Pro	1	Pro-moderate
302	climate	greater than	Pro	1	Pro-moderate
54	climate	greater than	Pro	2	Pro-strong
54	climate	greater than	Pro	2	Pro-strong
57	climate	greater than	Pro	2	Pro-strong
57	climate	greater than	Pro	2	Pro-strong
60	climate	less than	Anti	1	Anti-moderate
60	climate	less than	Anti	1	Anti-moderate
364	climate	greater than	Pro	2	Pro-strong
364	climate	greater than	Pro	2	Pro-strong
53	climate	greater than	Pro	2	Pro-strong
53	climate	greater than	Pro	2	Pro-strong
280	climate	greater than	Pro	2	Pro-strong
280	climate	greater than	Pro	2	Pro-strong
301	climate	greater than	Pro	2	Pro-strong
301	climate	greater than	Pro	2	Pro-strong
65	climate	greater than	Pro	2	Pro-strong
65	climate	greater than	Pro	2	Pro-strong
55	climate	greater than	Neutral	NA	Neutral
55	climate	greater than	Neutral	NA	Neutral
307	climate	less than	Anti	2	Anti-strong
307	climate	less than	Anti	2	Anti-strong
305	climate	less than	Pro	1	Pro-moderate
305	climate	less than	Pro	1	Pro-moderate
308	climate	greater than	Pro	2	Pro-strong
308	climate	greater than	Pro	2	Pro-strong
300	climate	greater than	Pro	2	Pro-strong
300	climate	greater than	Pro	2	Pro-strong
59	climate	less than	Anti	2	Anti-strong
59	climate	less than	Anti	2	Anti-strong
270	climate	less than	Neutral	NA	Neutral
270	climate	less than	Neutral	NA	Neutral
309	climate	less than	Anti	2	Anti-strong
309	climate	less than	Anti	2	Anti-strong
71	climate	less than	Anti	2	Anti-strong
71	climate	less than	Anti	2	Anti-strong
310	climate	greater than	Pro	2	Pro-strong
310	climate	greater than	Pro	2	Pro-strong
68	climate	greater than	Neutral	NA	Neutral
68	climate	greater than	Neutral	NA	Neutral
299	climate	greater than	Pro	2	Pro-strong
299	climate	greater than	Pro	2	Pro-strong
367	climate	greater than	Pro	2	Pro-strong
367	climate	greater than	Pro	2	Pro-strong
295	climate	less than	Anti	2	Anti-strong
295	climate	less than	Anti	2	Anti-strong
48	climate	greater than	Pro	1	Pro-moderate
48	climate	greater than	Pro	1	Pro-moderate
37	climate	greater than	Neutral	NA	Neutral
37	climate	greater than	Neutral	NA	Neutral
36	climate	greater than	Pro	2	Pro-strong
36	climate	greater than	Pro	2	Pro-strong
284	climate	less than	Anti	2	Anti-strong
284	climate	less than	Anti	2	Anti-strong
278	climate	greater than	Pro	2	Pro-strong
278	climate	greater than	Pro	2	Pro-strong
23	climate	greater than	Pro	1	Pro-moderate
23	climate	greater than	Pro	1	Pro-moderate
275	climate	less than	Neutral	NA	Neutral
275	climate	less than	Neutral	NA	Neutral
26	climate	less than	Anti	2	Anti-strong
26	climate	less than	Anti	2	Anti-strong
373	climate	greater than	Pro	2	Pro-strong
373	climate	greater than	Pro	2	Pro-strong
19	climate	greater than	Pro	2	Pro-strong
19	climate	greater than	Pro	2	Pro-strong
269	climate	greater than	Pro	1	Pro-moderate
269	climate	greater than	Pro	1	Pro-moderate
17	climate	less than	Anti	1	Anti-moderate
17	climate	less than	Anti	1	Anti-moderate
267	climate	greater than	Pro	2	Pro-strong
267	climate	greater than	Pro	2	Pro-strong
264	climate	less than	Anti	2	Anti-strong
264	climate	less than	Anti	2	Anti-strong
11	climate	greater than	Anti	1	Anti-moderate
11	climate	greater than	Anti	1	Anti-moderate
261	climate	less than	Anti	2	Anti-strong
261	climate	less than	Anti	2	Anti-strong
7	climate	greater than	Pro	2	Pro-strong
7	climate	greater than	Pro	2	Pro-strong
6	climate	less than	Anti	2	Anti-strong
6	climate	less than	Anti	2	Anti-strong
5	climate	greater than	Pro	1	Pro-moderate
5	climate	greater than	Pro	1	Pro-moderate
292	climate	less than	Neutral	NA	Neutral
292	climate	less than	Neutral	NA	Neutral
32	climate	greater than	Pro	2	Pro-strong
32	climate	greater than	Pro	2	Pro-strong
49	climate	greater than	Pro	2	Pro-strong
49	climate	greater than	Pro	2	Pro-strong
61	climate	less than	Anti	1	Anti-moderate
61	climate	less than	Anti	1	Anti-moderate
312	climate	greater than	Pro	2	Pro-strong
312	climate	greater than	Pro	2	Pro-strong
70	climate	less than	Anti	1	Anti-moderate
70	climate	less than	Anti	1	Anti-moderate
77	climate	greater than	Neutral	NA	Neutral
77	climate	greater than	Neutral	NA	Neutral
72	climate	greater than	Pro	2	Pro-strong
72	climate	greater than	Pro	2	Pro-strong
316	climate	less than	Anti	1	Anti-moderate
316	climate	less than	Anti	1	Anti-moderate
76	climate	greater than	Pro	2	Pro-strong
76	climate	greater than	Pro	2	Pro-strong
317	climate	less than	Anti	1	Anti-moderate
317	climate	less than	Anti	1	Anti-moderate
363	climate	less than	Anti	1	Anti-moderate
363	climate	less than	Anti	1	Anti-moderate
73	climate	greater than	Pro	2	Pro-strong
73	climate	greater than	Pro	2	Pro-strong
318	climate	greater than	Pro	1	Pro-moderate
318	climate	greater than	Pro	1	Pro-moderate
78	climate	greater than	Pro	2	Pro-strong
78	climate	greater than	Pro	2	Pro-strong
85	climate	less than	Anti	2	Anti-strong
85	climate	less than	Anti	2	Anti-strong
67	climate	less than	Anti	1	Anti-moderate
67	climate	less than	Anti	1	Anti-moderate
326	climate	less than	Anti	1	Anti-moderate
326	climate	less than	Anti	1	Anti-moderate
91	climate	less than	Anti	2	Anti-strong
91	climate	less than	Anti	2	Anti-strong
323	climate	greater than	Pro	1	Pro-moderate
323	climate	greater than	Pro	1	Pro-moderate
69	climate	less than	Anti	1	Anti-moderate
69	climate	less than	Anti	1	Anti-moderate
86	climate	greater than	Pro	1	Pro-moderate
86	climate	greater than	Pro	1	Pro-moderate
315	climate	greater than	Pro	2	Pro-strong
315	climate	greater than	Pro	2	Pro-strong
324	climate	greater than	Neutral	NA	Neutral
324	climate	greater than	Neutral	NA	Neutral
383	climate	greater than	Pro	1	Pro-moderate
383	climate	greater than	Pro	1	Pro-moderate
320	climate	less than	Anti	2	Anti-strong
320	climate	less than	Anti	2	Anti-strong
327	climate	less than	Anti	2	Anti-strong
327	climate	less than	Anti	2	Anti-strong
328	climate	less than	Anti	2	Anti-strong
328	climate	less than	Anti	2	Anti-strong
88	climate	less than	Anti	1	Anti-moderate
88	climate	less than	Anti	1	Anti-moderate
322	climate	greater than	Pro	2	Pro-strong
322	climate	greater than	Pro	2	Pro-strong
89	climate	less than	Anti	2	Anti-strong
89	climate	less than	Anti	2	Anti-strong
331	climate	greater than	Pro	1	Pro-moderate
331	climate	greater than	Pro	1	Pro-moderate
362	climate	less than	Anti	2	Anti-strong
362	climate	less than	Anti	2	Anti-strong
97	climate	greater than	Pro	2	Pro-strong
97	climate	greater than	Pro	2	Pro-strong
332	climate	less than	Pro	2	Pro-strong
332	climate	less than	Pro	2	Pro-strong
313	climate	greater than	Pro	2	Pro-strong
313	climate	greater than	Pro	2	Pro-strong
98	climate	less than	Anti	2	Anti-strong
98	climate	less than	Anti	2	Anti-strong
325	climate	greater than	Pro	2	Pro-strong
325	climate	greater than	Pro	2	Pro-strong
329	climate	less than	Anti	2	Anti-strong
329	climate	less than	Anti	2	Anti-strong
66	climate	greater than	Pro	2	Pro-strong
66	climate	greater than	Pro	2	Pro-strong
333	climate	greater than	Pro	2	Pro-strong
333	climate	greater than	Pro	2	Pro-strong
336	climate	greater than	Pro	1	Pro-moderate
336	climate	greater than	Pro	1	Pro-moderate
337	climate	greater than	Pro	2	Pro-strong
337	climate	greater than	Pro	2	Pro-strong
334	climate	less than	Anti	2	Anti-strong
334	climate	less than	Anti	2	Anti-strong
314	climate	greater than	Pro	2	Pro-strong
314	climate	greater than	Pro	2	Pro-strong
108	climate	greater than	Pro	1	Pro-moderate
108	climate	greater than	Pro	1	Pro-moderate
101	climate	less than	Anti	1	Anti-moderate
101	climate	less than	Anti	1	Anti-moderate
106	climate	less than	Anti	2	Anti-strong
106	climate	less than	Anti	2	Anti-strong
105	climate	greater than	Pro	1	Pro-moderate
105	climate	greater than	Pro	1	Pro-moderate
62	climate	greater than	Anti	1	Anti-moderate
62	climate	greater than	Anti	1	Anti-moderate
109	climate	greater than	Pro	2	Pro-strong
109	climate	greater than	Pro	2	Pro-strong
107	climate	greater than	Neutral	NA	Neutral
107	climate	greater than	Neutral	NA	Neutral
330	climate	less than	Anti	1	Anti-moderate
330	climate	less than	Anti	1	Anti-moderate
342	climate	less than	Anti	2	Anti-strong
342	climate	less than	Anti	2	Anti-strong
111	climate	less than	Anti	2	Anti-strong
111	climate	less than	Anti	2	Anti-strong
338	climate	greater than	Pro	1	Pro-moderate
338	climate	greater than	Pro	1	Pro-moderate
345	climate	greater than	Pro	1	Pro-moderate
345	climate	greater than	Pro	1	Pro-moderate
289	climate	greater than	Neutral	NA	Neutral
289	climate	greater than	Neutral	NA	Neutral
344	climate	less than	Anti	2	Anti-strong
344	climate	less than	Anti	2	Anti-strong
112	climate	greater than	Pro	1	Pro-moderate
112	climate	greater than	Pro	1	Pro-moderate
100	climate	less than	Anti	2	Anti-strong
100	climate	less than	Anti	2	Anti-strong
343	climate	less than	Anti	1	Anti-moderate
343	climate	less than	Anti	1	Anti-moderate
99	climate	less than	Pro	1	Pro-moderate
99	climate	less than	Pro	1	Pro-moderate
75	climate	less than	Anti	2	Anti-strong
75	climate	less than	Anti	2	Anti-strong
94	climate	greater than	Pro	2	Pro-strong
94	climate	greater than	Pro	2	Pro-strong
93	climate	greater than	Pro	1	Pro-moderate
93	climate	greater than	Pro	1	Pro-moderate
96	climate	greater than	Pro	2	Pro-strong
96	climate	greater than	Pro	2	Pro-strong
321	climate	less than	Anti	2	Anti-strong
321	climate	less than	Anti	2	Anti-strong
87	climate	less than	Anti	1	Anti-moderate
87	climate	less than	Anti	1	Anti-moderate
90	climate	less than	Neutral	NA	Neutral
90	climate	less than	Neutral	NA	Neutral
113	climate	greater than	Pro	1	Pro-moderate
113	climate	greater than	Pro	1	Pro-moderate
102	climate	greater than	Pro	1	Pro-moderate
102	climate	greater than	Pro	1	Pro-moderate
110	climate	less than	Anti	1	Anti-moderate
110	climate	less than	Anti	1	Anti-moderate
115	climate	greater than	Pro	2	Pro-strong
115	climate	greater than	Pro	2	Pro-strong
95	climate	greater than	Pro	2	Pro-strong
95	climate	greater than	Pro	2	Pro-strong
103	climate	greater than	Pro	2	Pro-strong
103	climate	greater than	Pro	2	Pro-strong
339	climate	less than	Anti	2	Anti-strong
339	climate	less than	Anti	2	Anti-strong
350	climate	greater than	Pro	2	Pro-strong
350	climate	greater than	Pro	2	Pro-strong
341	climate	greater than	Pro	2	Pro-strong
341	climate	greater than	Pro	2	Pro-strong
114	climate	greater than	Pro	2	Pro-strong
114	climate	greater than	Pro	2	Pro-strong
335	climate	less than	Anti	1	Anti-moderate
335	climate	less than	Anti	1	Anti-moderate
351	climate	less than	Anti	1	Anti-moderate
351	climate	less than	Anti	1	Anti-moderate
349	climate	greater than	Pro	2	Pro-strong
349	climate	greater than	Pro	2	Pro-strong
348	climate	greater than	Pro	1	Pro-moderate
348	climate	greater than	Pro	1	Pro-moderate
104	climate	less than	Anti	2	Anti-strong
104	climate	less than	Anti	2	Anti-strong
319	climate	less than	Anti	2	Anti-strong
319	climate	less than	Anti	2	Anti-strong
356	climate	greater than	Pro	1	Pro-moderate
356	climate	greater than	Pro	1	Pro-moderate
352	climate	greater than	Pro	2	Pro-strong
352	climate	greater than	Pro	2	Pro-strong
118	climate	less than	Anti	2	Anti-strong
118	climate	less than	Anti	2	Anti-strong
116	climate	less than	Anti	1	Anti-moderate
116	climate	less than	Anti	1	Anti-moderate
117	climate	greater than	Pro	2	Pro-strong
117	climate	greater than	Pro	2	Pro-strong
354	climate	less than	Anti	2	Anti-strong
354	climate	less than	Anti	2	Anti-strong
346	climate	greater than	Pro	2	Pro-strong
346	climate	greater than	Pro	2	Pro-strong
120	climate	greater than	Pro	2	Pro-strong
120	climate	greater than	Pro	2	Pro-strong
74	climate	greater than	Pro	2	Pro-strong
74	climate	greater than	Pro	2	Pro-strong
122	climate	less than	Anti	1	Anti-moderate
122	climate	less than	Anti	1	Anti-moderate
124	climate	less than	Neutral	NA	Neutral
124	climate	less than	Neutral	NA	Neutral
123	climate	greater than	Pro	2	Pro-strong
123	climate	greater than	Pro	2	Pro-strong
359	climate	less than	Anti	2	Anti-strong
359	climate	less than	Anti	2	Anti-strong
357	climate	greater than	Pro	1	Pro-moderate
357	climate	greater than	Pro	1	Pro-moderate
361	climate	less than	Anti	2	Anti-strong
361	climate	less than	Anti	2	Anti-strong
121	climate	less than	Anti	2	Anti-strong
121	climate	less than	Anti	2	Anti-strong
340	climate	less than	Anti	1	Anti-moderate
340	climate	less than	Anti	1	Anti-moderate
127	climate	less than	Anti	1	Anti-moderate
127	climate	less than	Anti	1	Anti-moderate
353	climate	less than	Anti	2	Anti-strong
353	climate	less than	Anti	2	Anti-strong
128	climate	greater than	Pro	1	Pro-moderate
128	climate	greater than	Pro	1	Pro-moderate
129	climate	less than	Anti	2	Anti-strong
129	climate	less than	Anti	2	Anti-strong
347	climate	less than	Neutral	NA	Neutral
347	climate	less than	Neutral	NA	Neutral
311	climate	less than	Anti	2	Anti-strong
311	climate	less than	Anti	2	Anti-strong
386	climate	greater than	Pro	1	Pro-moderate
386	climate	greater than	Pro	1	Pro-moderate
384	climate	greater than	Pro	2	Pro-strong
384	climate	greater than	Pro	2	Pro-strong
64	climate	less than	Anti	2	Anti-strong
64	climate	less than	Anti	2	Anti-strong
133	climate	greater than	Pro	1	Pro-moderate
133	climate	greater than	Pro	1	Pro-moderate
125	climate	less than	Anti	1	Anti-moderate
125	climate	less than	Anti	1	Anti-moderate
360	climate	greater than	Pro	2	Pro-strong
360	climate	greater than	Pro	2	Pro-strong
387	climate	greater than	Pro	2	Pro-strong
387	climate	greater than	Pro	2	Pro-strong
385	climate	greater than	Pro	2	Pro-strong
385	climate	greater than	Pro	2	Pro-strong
389	climate	greater than	Pro	1	Pro-moderate
389	climate	greater than	Pro	1	Pro-moderate
119	climate	greater than	Pro	2	Pro-strong
119	climate	greater than	Pro	2	Pro-strong
126	climate	less than	Anti	2	Anti-strong
126	climate	less than	Anti	2	Anti-strong
132	climate	less than	Anti	2	Anti-strong
132	climate	less than	Anti	2	Anti-strong
390	climate	greater than	Pro	1	Pro-moderate
390	climate	greater than	Pro	1	Pro-moderate
391	climate	greater than	Neutral	NA	Neutral
391	climate	greater than	Neutral	NA	Neutral
134	climate	greater than	Pro	2	Pro-strong
134	climate	greater than	Pro	2	Pro-strong
135	climate	greater than	Pro	1	Pro-moderate
135	climate	greater than	Pro	1	Pro-moderate
131	climate	greater than	Pro	2	Pro-strong
131	climate	greater than	Pro	2	Pro-strong
388	climate	less than	Anti	1	Anti-moderate
388	climate	less than	Anti	1	Anti-moderate
393	climate	greater than	Pro	2	Pro-strong
393	climate	greater than	Pro	2	Pro-strong
392	climate	less than	Neutral	NA	Neutral
392	climate	less than	Neutral	NA	Neutral
396	climate	less than	Anti	1	Anti-moderate
396	climate	less than	Anti	1	Anti-moderate
138	climate	greater than	Pro	2	Pro-strong
138	climate	greater than	Pro	2	Pro-strong
136	climate	greater than	Anti	1	Anti-moderate
136	climate	greater than	Anti	1	Anti-moderate
139	climate	less than	Neutral	NA	Neutral
139	climate	less than	Neutral	NA	Neutral
504	climate	less than	Anti	2	Anti-strong
504	climate	less than	Anti	2	Anti-strong
397	climate	greater than	Pro	2	Pro-strong
397	climate	greater than	Pro	2	Pro-strong
395	climate	greater than	Neutral	NA	Neutral
395	climate	greater than	Neutral	NA	Neutral
394	climate	greater than	Pro	1	Pro-moderate
394	climate	greater than	Pro	1	Pro-moderate
142	climate	less than	Anti	2	Anti-strong
142	climate	less than	Anti	2	Anti-strong
141	climate	greater than	Pro	1	Pro-moderate
141	climate	greater than	Pro	1	Pro-moderate
137	climate	less than	Pro	2	Pro-strong
137	climate	less than	Pro	2	Pro-strong
145	climate	greater than	Pro	1	Pro-moderate
145	climate	greater than	Pro	1	Pro-moderate
22	climate	less than	Anti	2	Anti-strong
22	climate	less than	Anti	2	Anti-strong
144	climate	less than	Pro	1	Pro-moderate
144	climate	less than	Pro	1	Pro-moderate
400	climate	greater than	Pro	2	Pro-strong
400	climate	greater than	Pro	2	Pro-strong
146	climate	greater than	Neutral	NA	Neutral
146	climate	greater than	Neutral	NA	Neutral
398	climate	greater than	Pro	2	Pro-strong
398	climate	greater than	Pro	2	Pro-strong
148	climate	greater than	Pro	2	Pro-strong
148	climate	greater than	Pro	2	Pro-strong
140	climate	greater than	Pro	2	Pro-strong
140	climate	greater than	Pro	2	Pro-strong
503	climate	less than	Neutral	NA	Neutral
503	climate	less than	Neutral	NA	Neutral
399	climate	less than	Anti	1	Anti-moderate
399	climate	less than	Anti	1	Anti-moderate
401	climate	greater than	Pro	2	Pro-strong
401	climate	greater than	Pro	2	Pro-strong
149	climate	greater than	Pro	2	Pro-strong
149	climate	greater than	Pro	2	Pro-strong
143	climate	less than	Anti	2	Anti-strong
143	climate	less than	Anti	2	Anti-strong
403	climate	less than	Anti	2	Anti-strong
403	climate	less than	Anti	2	Anti-strong
147	climate	greater than	Pro	1	Pro-moderate
147	climate	greater than	Pro	1	Pro-moderate
150	climate	greater than	Pro	1	Pro-moderate
150	climate	greater than	Pro	1	Pro-moderate
153	climate	less than	Anti	1	Anti-moderate
153	climate	less than	Anti	1	Anti-moderate
152	climate	less than	Anti	2	Anti-strong
152	climate	less than	Anti	2	Anti-strong
404	climate	greater than	Pro	1	Pro-moderate
404	climate	greater than	Pro	1	Pro-moderate
154	climate	less than	Anti	1	Anti-moderate
154	climate	less than	Anti	1	Anti-moderate
358	climate	greater than	Pro	1	Pro-moderate
358	climate	greater than	Pro	1	Pro-moderate
151	climate	less than	Anti	2	Anti-strong
151	climate	less than	Anti	2	Anti-strong
402	climate	less than	Anti	1	Anti-moderate
402	climate	less than	Anti	1	Anti-moderate
130	climate	greater than	Pro	2	Pro-strong
130	climate	greater than	Pro	2	Pro-strong
155	climate	greater than	Pro	1	Pro-moderate
155	climate	greater than	Pro	1	Pro-moderate
500	climate	less than	Anti	1	Anti-moderate
500	climate	less than	Anti	1	Anti-moderate
156	climate	less than	Anti	2	Anti-strong
156	climate	less than	Anti	2	Anti-strong
406	climate	greater than	Pro	1	Pro-moderate
406	climate	greater than	Pro	1	Pro-moderate
502	climate	greater than	Neutral	NA	Neutral
502	climate	greater than	Neutral	NA	Neutral
408	climate	less than	Anti	1	Anti-moderate
408	climate	less than	Anti	1	Anti-moderate
407	climate	greater than	Pro	2	Pro-strong
407	climate	greater than	Pro	2	Pro-strong
161	climate	greater than	Pro	2	Pro-strong
161	climate	greater than	Pro	2	Pro-strong
409	climate	less than	Neutral	NA	Neutral
409	climate	less than	Neutral	NA	Neutral
159	climate	greater than	Pro	2	Pro-strong
159	climate	greater than	Pro	2	Pro-strong
411	climate	less than	Anti	1	Anti-moderate
411	climate	less than	Anti	1	Anti-moderate
410	climate	greater than	Neutral	NA	Neutral
410	climate	greater than	Neutral	NA	Neutral
163	climate	greater than	Pro	1	Pro-moderate
163	climate	greater than	Pro	1	Pro-moderate
412	climate	greater than	Pro	2	Pro-strong
412	climate	greater than	Pro	2	Pro-strong
497	climate	greater than	Pro	2	Pro-strong
497	climate	greater than	Pro	2	Pro-strong
495	climate	less than	Anti	2	Anti-strong
495	climate	less than	Anti	2	Anti-strong
167	climate	greater than	Neutral	NA	Neutral
167	climate	greater than	Neutral	NA	Neutral
355	climate	less than	Anti	2	Anti-strong
355	climate	less than	Anti	2	Anti-strong
168	climate	greater than	Pro	2	Pro-strong
168	climate	greater than	Pro	2	Pro-strong
416	climate	greater than	Pro	1	Pro-moderate
416	climate	greater than	Pro	1	Pro-moderate
415	climate	greater than	Pro	2	Pro-strong
415	climate	greater than	Pro	2	Pro-strong
170	climate	greater than	Pro	2	Pro-strong
170	climate	greater than	Pro	2	Pro-strong
417	climate	greater than	Pro	2	Pro-strong
417	climate	greater than	Pro	2	Pro-strong
493	climate	greater than	Pro	1	Pro-moderate
493	climate	greater than	Pro	1	Pro-moderate
171	climate	greater than	Pro	2	Pro-strong
171	climate	greater than	Pro	2	Pro-strong
419	climate	greater than	Pro	1	Pro-moderate
419	climate	greater than	Pro	1	Pro-moderate
420	climate	greater than	Pro	1	Pro-moderate
420	climate	greater than	Pro	1	Pro-moderate
173	climate	greater than	Pro	1	Pro-moderate
173	climate	greater than	Pro	1	Pro-moderate
172	climate	less than	Anti	2	Anti-strong
172	climate	less than	Anti	2	Anti-strong
421	climate	less than	Neutral	NA	Neutral
421	climate	less than	Neutral	NA	Neutral
418	climate	greater than	Pro	1	Pro-moderate
418	climate	greater than	Pro	1	Pro-moderate
176	climate	less than	Anti	1	Anti-moderate
176	climate	less than	Anti	1	Anti-moderate
175	climate	greater than	Pro	1	Pro-moderate
175	climate	greater than	Pro	1	Pro-moderate
423	climate	less than	Neutral	NA	Neutral
423	climate	less than	Neutral	NA	Neutral
177	climate	greater than	Pro	1	Pro-moderate
177	climate	greater than	Pro	1	Pro-moderate
424	climate	less than	Anti	1	Anti-moderate
424	climate	less than	Anti	1	Anti-moderate
422	climate	greater than	Neutral	NA	Neutral
422	climate	greater than	Neutral	NA	Neutral
426	climate	less than	Anti	2	Anti-strong
426	climate	less than	Anti	2	Anti-strong
178	climate	greater than	Pro	1	Pro-moderate
178	climate	greater than	Pro	1	Pro-moderate
425	climate	less than	Anti	1	Anti-moderate
425	climate	less than	Anti	1	Anti-moderate
180	climate	less than	Anti	1	Anti-moderate
180	climate	less than	Anti	1	Anti-moderate
174	climate	greater than	Pro	2	Pro-strong
174	climate	greater than	Pro	2	Pro-strong
181	climate	greater than	Neutral	NA	Neutral
181	climate	greater than	Neutral	NA	Neutral
430	climate	greater than	Neutral	NA	Neutral
430	climate	greater than	Neutral	NA	Neutral
183	climate	less than	Anti	1	Anti-moderate
183	climate	less than	Anti	1	Anti-moderate
184	climate	less than	Anti	1	Anti-moderate
184	climate	less than	Anti	1	Anti-moderate
432	climate	less than	Anti	2	Anti-strong
432	climate	less than	Anti	2	Anti-strong
491	climate	less than	Anti	1	Anti-moderate
491	climate	less than	Anti	1	Anti-moderate
188	climate	less than	Anti	1	Anti-moderate
188	climate	less than	Anti	1	Anti-moderate
189	climate	less than	Anti	1	Anti-moderate
189	climate	less than	Anti	1	Anti-moderate
433	climate	less than	Anti	1	Anti-moderate
433	climate	less than	Anti	1	Anti-moderate
191	climate	greater than	Anti	2	Anti-strong
191	climate	greater than	Anti	2	Anti-strong
435	climate	greater than	Pro	2	Pro-strong
435	climate	greater than	Pro	2	Pro-strong
192	climate	greater than	Neutral	NA	Neutral
192	climate	greater than	Neutral	NA	Neutral
193	climate	less than	Anti	2	Anti-strong
193	climate	less than	Anti	2	Anti-strong
489	climate	less than	Anti	1	Anti-moderate
489	climate	less than	Anti	1	Anti-moderate
485	climate	less than	Pro	2	Pro-strong
485	climate	less than	Pro	2	Pro-strong
199	climate	less than	Neutral	NA	Neutral
199	climate	less than	Neutral	NA	Neutral
436	climate	less than	Pro	1	Pro-moderate
436	climate	less than	Pro	1	Pro-moderate
200	climate	less than	Anti	1	Anti-moderate
200	climate	less than	Anti	1	Anti-moderate
201	climate	less than	Neutral	NA	Neutral
201	climate	less than	Neutral	NA	Neutral
439	climate	less than	Anti	1	Anti-moderate
439	climate	less than	Anti	1	Anti-moderate
440	climate	greater than	Neutral	NA	Neutral
440	climate	greater than	Neutral	NA	Neutral
203	climate	less than	Anti	2	Anti-strong
203	climate	less than	Anti	2	Anti-strong
441	climate	less than	Anti	1	Anti-moderate
441	climate	less than	Anti	1	Anti-moderate
204	climate	less than	Anti	1	Anti-moderate
204	climate	less than	Anti	1	Anti-moderate
483	climate	greater than	Pro	2	Pro-strong
483	climate	greater than	Pro	2	Pro-strong
482	climate	greater than	Pro	1	Pro-moderate
482	climate	greater than	Pro	1	Pro-moderate
206	climate	greater than	Anti	1	Anti-moderate
206	climate	greater than	Anti	1	Anti-moderate
481	climate	less than	Anti	1	Anti-moderate
481	climate	less than	Anti	1	Anti-moderate
442	climate	greater than	Anti	1	Anti-moderate
442	climate	greater than	Anti	1	Anti-moderate
208	climate	greater than	Pro	1	Pro-moderate
208	climate	greater than	Pro	1	Pro-moderate
209	climate	greater than	Pro	2	Pro-strong
209	climate	greater than	Pro	2	Pro-strong
443	climate	greater than	Anti	1	Anti-moderate
443	climate	greater than	Anti	1	Anti-moderate
210	climate	greater than	Pro	2	Pro-strong
210	climate	greater than	Pro	2	Pro-strong
444	climate	less than	Anti	2	Anti-strong
444	climate	less than	Anti	2	Anti-strong
211	climate	greater than	Pro	1	Pro-moderate
211	climate	greater than	Pro	1	Pro-moderate
212	climate	greater than	Neutral	NA	Neutral
212	climate	greater than	Neutral	NA	Neutral
445	climate	greater than	Pro	2	Pro-strong
445	climate	greater than	Pro	2	Pro-strong
446	climate	less than	Pro	1	Pro-moderate
446	climate	less than	Pro	1	Pro-moderate
213	climate	less than	Anti	1	Anti-moderate
213	climate	less than	Anti	1	Anti-moderate
214	climate	less than	Anti	1	Anti-moderate
214	climate	less than	Anti	1	Anti-moderate
480	climate	less than	Anti	2	Anti-strong
480	climate	less than	Anti	2	Anti-strong
215	climate	greater than	Pro	2	Pro-strong
215	climate	greater than	Pro	2	Pro-strong
447	climate	less than	Anti	1	Anti-moderate
447	climate	less than	Anti	1	Anti-moderate
217	climate	greater than	Neutral	NA	Neutral
217	climate	greater than	Neutral	NA	Neutral
218	climate	less than	Neutral	NA	Neutral
218	climate	less than	Neutral	NA	Neutral
220	climate	greater than	Pro	1	Pro-moderate
220	climate	greater than	Pro	1	Pro-moderate
453	climate	less than	Pro	1	Pro-moderate
453	climate	less than	Pro	1	Pro-moderate
221	climate	less than	Neutral	NA	Neutral
221	climate	less than	Neutral	NA	Neutral
479	climate	greater than	Pro	1	Pro-moderate
479	climate	greater than	Pro	1	Pro-moderate
223	climate	greater than	Pro	1	Pro-moderate
223	climate	greater than	Pro	1	Pro-moderate
224	climate	greater than	Neutral	NA	Neutral
224	climate	greater than	Neutral	NA	Neutral
225	climate	greater than	Pro	1	Pro-moderate
225	climate	greater than	Pro	1	Pro-moderate
455	climate	greater than	Pro	2	Pro-strong
455	climate	greater than	Pro	2	Pro-strong
456	climate	less than	Pro	1	Pro-moderate
456	climate	less than	Pro	1	Pro-moderate
228	climate	greater than	Pro	2	Pro-strong
228	climate	greater than	Pro	2	Pro-strong
229	climate	less than	Anti	2	Anti-strong
229	climate	less than	Anti	2	Anti-strong
458	climate	greater than	Neutral	NA	Neutral
458	climate	greater than	Neutral	NA	Neutral
230	climate	greater than	Anti	2	Anti-strong
230	climate	greater than	Anti	2	Anti-strong
231	climate	less than	Anti	2	Anti-strong
231	climate	less than	Anti	2	Anti-strong
459	climate	less than	Anti	1	Anti-moderate
459	climate	less than	Anti	1	Anti-moderate
460	climate	less than	Anti	1	Anti-moderate
460	climate	less than	Anti	1	Anti-moderate
235	climate	less than	Anti	1	Anti-moderate
235	climate	less than	Anti	1	Anti-moderate
462	climate	greater than	Pro	2	Pro-strong
462	climate	greater than	Pro	2	Pro-strong
236	climate	greater than	Pro	2	Pro-strong
236	climate	greater than	Pro	2	Pro-strong
238	climate	less than	Anti	1	Anti-moderate
238	climate	less than	Anti	1	Anti-moderate
463	climate	greater than	Pro	1	Pro-moderate
463	climate	greater than	Pro	1	Pro-moderate
239	climate	greater than	Pro	1	Pro-moderate
239	climate	greater than	Pro	1	Pro-moderate
464	climate	greater than	Neutral	NA	Neutral
464	climate	greater than	Neutral	NA	Neutral
465	climate	less than	Anti	1	Anti-moderate
465	climate	less than	Anti	1	Anti-moderate
240	climate	less than	Pro	1	Pro-moderate
240	climate	less than	Pro	1	Pro-moderate
466	climate	less than	Anti	2	Anti-strong
466	climate	less than	Anti	2	Anti-strong
241	climate	greater than	Pro	1	Pro-moderate
241	climate	greater than	Pro	1	Pro-moderate
467	climate	less than	Anti	2	Anti-strong
467	climate	less than	Anti	2	Anti-strong
468	climate	less than	Anti	2	Anti-strong
468	climate	less than	Anti	2	Anti-strong
242	climate	less than	Anti	1	Anti-moderate
242	climate	less than	Anti	1	Anti-moderate
243	climate	less than	Anti	2	Anti-strong
243	climate	less than	Anti	2	Anti-strong
469	climate	greater than	Pro	1	Pro-moderate
469	climate	greater than	Pro	1	Pro-moderate
244	climate	less than	Anti	2	Anti-strong
244	climate	less than	Anti	2	Anti-strong
475	climate	less than	Anti	1	Anti-moderate
475	climate	less than	Anti	1	Anti-moderate
246	climate	less than	Anti	1	Anti-moderate
246	climate	less than	Anti	1	Anti-moderate
245	climate	greater than	Neutral	NA	Neutral
245	climate	greater than	Neutral	NA	Neutral
470	climate	less than	Anti	1	Anti-moderate
470	climate	less than	Anti	1	Anti-moderate
247	climate	less than	Anti	1	Anti-moderate
247	climate	less than	Anti	1	Anti-moderate
474	climate	less than	Anti	1	Anti-moderate
474	climate	less than	Anti	1	Anti-moderate
249	climate	greater than	Pro	2	Pro-strong
249	climate	greater than	Pro	2	Pro-strong
471	climate	less than	Anti	1	Anti-moderate
471	climate	less than	Anti	1	Anti-moderate
472	climate	greater than	Pro	1	Pro-moderate
472	climate	greater than	Pro	1	Pro-moderate
473	climate	less than	Anti	1	Anti-moderate
473	climate	less than	Anti	1	Anti-moderate
251	climate	greater than	Pro	1	Pro-moderate
251	climate	greater than	Pro	1	Pro-moderate
250	climate	greater than	Neutral	NA	Neutral
250	climate	greater than	Neutral	NA	Neutral
248	climate	greater than	Pro	2	Pro-strong
248	climate	greater than	Pro	2	Pro-strong
476	climate	greater than	Neutral	NA	Neutral
476	climate	greater than	Neutral	NA	Neutral
237	climate	less than	Anti	2	Anti-strong
237	climate	less than	Anti	2	Anti-strong
461	climate	less than	Anti	1	Anti-moderate
461	climate	less than	Anti	1	Anti-moderate
234	climate	greater than	Pro	1	Pro-moderate
234	climate	greater than	Pro	1	Pro-moderate
233	climate	less than	Pro	1	Pro-moderate
233	climate	less than	Pro	1	Pro-moderate
477	climate	less than	Anti	1	Anti-moderate
477	climate	less than	Anti	1	Anti-moderate
232	climate	less than	Anti	1	Anti-moderate
232	climate	less than	Anti	1	Anti-moderate
478	climate	less than	Anti	1	Anti-moderate
478	climate	less than	Anti	1	Anti-moderate
457	climate	greater than	Pro	2	Pro-strong
457	climate	greater than	Pro	2	Pro-strong
227	climate	less than	Neutral	NA	Neutral
227	climate	less than	Neutral	NA	Neutral
226	climate	less than	Anti	2	Anti-strong
226	climate	less than	Anti	2	Anti-strong
454	climate	less than	Anti	1	Anti-moderate
454	climate	less than	Anti	1	Anti-moderate
222	climate	less than	Anti	2	Anti-strong
222	climate	less than	Anti	2	Anti-strong
452	climate	greater than	Pro	1	Pro-moderate
452	climate	greater than	Pro	1	Pro-moderate
451	climate	less than	Pro	1	Pro-moderate
451	climate	less than	Pro	1	Pro-moderate
450	climate	less than	Anti	1	Anti-moderate
450	climate	less than	Anti	1	Anti-moderate
219	climate	greater than	Anti	2	Anti-strong
219	climate	greater than	Anti	2	Anti-strong
449	climate	greater than	Anti	2	Anti-strong
449	climate	greater than	Anti	2	Anti-strong
448	climate	greater than	Anti	1	Anti-moderate
448	climate	greater than	Anti	1	Anti-moderate
216	climate	less than	Anti	1	Anti-moderate
216	climate	less than	Anti	1	Anti-moderate
207	climate	less than	Neutral	NA	Neutral
207	climate	less than	Neutral	NA	Neutral
205	climate	greater than	Neutral	NA	Neutral
205	climate	greater than	Neutral	NA	Neutral
202	climate	less than	Anti	1	Anti-moderate
202	climate	less than	Anti	1	Anti-moderate
484	climate	greater than	Neutral	NA	Neutral
484	climate	greater than	Neutral	NA	Neutral
438	climate	greater than	Pro	2	Pro-strong
438	climate	greater than	Pro	2	Pro-strong
437	climate	less than	Anti	1	Anti-moderate
437	climate	less than	Anti	1	Anti-moderate
198	climate	less than	Anti	2	Anti-strong
198	climate	less than	Anti	2	Anti-strong
197	climate	greater than	Anti	1	Anti-moderate
197	climate	greater than	Anti	1	Anti-moderate
486	climate	greater than	Pro	2	Pro-strong
486	climate	greater than	Pro	2	Pro-strong
487	climate	less than	Pro	2	Pro-strong
487	climate	less than	Pro	2	Pro-strong
196	climate	less than	Neutral	NA	Neutral
196	climate	less than	Neutral	NA	Neutral
195	climate	greater than	Anti	1	Anti-moderate
195	climate	greater than	Anti	1	Anti-moderate
488	climate	less than	Anti	1	Anti-moderate
488	climate	less than	Anti	1	Anti-moderate
194	climate	greater than	Pro	1	Pro-moderate
194	climate	greater than	Pro	1	Pro-moderate
490	climate	less than	Neutral	NA	Neutral
490	climate	less than	Neutral	NA	Neutral
434	climate	greater than	Neutral	NA	Neutral
434	climate	greater than	Neutral	NA	Neutral
190	climate	greater than	Pro	1	Pro-moderate
190	climate	greater than	Pro	1	Pro-moderate
187	climate	less than	Anti	2	Anti-strong
187	climate	less than	Anti	2	Anti-strong
186	climate	less than	Neutral	NA	Neutral
186	climate	less than	Neutral	NA	Neutral
185	climate	less than	Anti	2	Anti-strong
185	climate	less than	Anti	2	Anti-strong
492	climate	greater than	Pro	2	Pro-strong
492	climate	greater than	Pro	2	Pro-strong
182	climate	greater than	Pro	1	Pro-moderate
182	climate	greater than	Pro	1	Pro-moderate
429	climate	less than	Neutral	NA	Neutral
429	climate	less than	Neutral	NA	Neutral
428	climate	greater than	Neutral	NA	Neutral
428	climate	greater than	Neutral	NA	Neutral
427	climate	less than	Neutral	NA	Neutral
427	climate	less than	Neutral	NA	Neutral
179	climate	greater than	Pro	2	Pro-strong
179	climate	greater than	Pro	2	Pro-strong
169	climate	less than	Anti	1	Anti-moderate
169	climate	less than	Anti	1	Anti-moderate
494	climate	less than	Anti	1	Anti-moderate
494	climate	less than	Anti	1	Anti-moderate
414	climate	greater than	Pro	1	Pro-moderate
414	climate	greater than	Pro	1	Pro-moderate
496	climate	greater than	Pro	1	Pro-moderate
496	climate	greater than	Pro	1	Pro-moderate
166	climate	greater than	Neutral	NA	Neutral
166	climate	greater than	Neutral	NA	Neutral
164	climate	greater than	Neutral	NA	Neutral
164	climate	greater than	Neutral	NA	Neutral
413	climate	less than	Anti	1	Anti-moderate
413	climate	less than	Anti	1	Anti-moderate
165	climate	less than	Anti	2	Anti-strong
165	climate	less than	Anti	2	Anti-strong
499	climate	greater than	Pro	2	Pro-strong
499	climate	greater than	Pro	2	Pro-strong
162	climate	less than	Anti	2	Anti-strong
162	climate	less than	Anti	2	Anti-strong
157	climate	less than	Anti	2	Anti-strong
157	climate	less than	Anti	2	Anti-strong
498	climate	greater than	Pro	1	Pro-moderate
498	climate	greater than	Pro	1	Pro-moderate
160	climate	greater than	Pro	1	Pro-moderate
160	climate	greater than	Pro	1	Pro-moderate
158	climate	greater than	Pro	2	Pro-strong
158	climate	greater than	Pro	2	Pro-strong
501	climate	less than	Anti	1	Anti-moderate
501	climate	less than	Anti	1	Anti-moderate
405	climate	greater than	Neutral	NA	Neutral
405	climate	greater than	Neutral	NA	Neutral
431	climate	less than	Anti	2	Anti-strong
431	climate	less than	Anti	2	Anti-strong

Calculate Pro / Anti Message based on Ideology & Self-Enhancement Motive

Now, I want to code the variable ideo_motive. This one is very similar to issue_motive, but rather than calculating the motives from specific opinion questions on each topic, this one uses the Left / Right ideology item. For selfenhancement, it uses the default instead. For the neutral vignettes, I use the arbitrary placeholder.

data_mot <- data_mot %>%
  mutate(ideo_direction = case_when(
    question_topic == "climate" ~ ideo_m_climate,
    question_topic == "adoption" ~ ideo_m_adoption,
    question_topic == "punishment" ~ ideo_m_punishment,
    question_topic == "cats" ~ ideo_m_cats,
    question_topic == "teaculture" ~ ideo_m_teaculture,
    question_topic == "brain" ~ ideo_m_brain,
    question_topic == "gender" ~ ideo_m_gender,
    question_topic == "discrimination" ~ ideo_m_discrimination,
    question_topic == "immigration" ~ ideo_m_immigration,
    question_topic == "gonogo_performance" ~ self_m_enhancement,
    question_topic == "fakenews_performance" ~ self_m_enhancement,
    TRUE ~ NA_character_
  ))

data_mot <- data_mot %>%
  mutate(ideo_motive = case_when(
    message == "less than" & ideo_direction == "Lower" ~ "Pro",
    message == "greater than" & ideo_direction == "Higher" ~ "Pro",
    message == "less than" & ideo_direction == "Higher" ~ "Anti",
    message == "greater than" & ideo_direction == "Lower" ~ "Anti",
    ideo_direction == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

Transform into a factor with three levels (Anti, Neutral, Pro)

data_mot <- data_mot %>% 
  mutate(ideo_motive = factor(ideo_motive, levels = c("Anti", "Neutral", "Pro")))

Check if all worked as planned

data_mot %>% 
  filter(question_topic == "immigration") %>% 
  select(subj_idx, question_topic, message, ideo_m_immigration, ideo_motive) %>% 
  tt(theme = "striped")

subj_idx	question_topic	message	ideo_m_immigration	ideo_motive
252	immigration	less than	Lower	Pro
252	immigration	less than	Lower	Pro
382	immigration	less than	Lower	Pro
382	immigration	less than	Lower	Pro
1	immigration	greater than	Higher	Pro
1	immigration	greater than	Higher	Pro
253	immigration	less than	Lower	Pro
253	immigration	less than	Lower	Pro
2	immigration	greater than	Higher	Pro
2	immigration	greater than	Higher	Pro
3	immigration	greater than	Lower	Anti
3	immigration	greater than	Lower	Anti
254	immigration	greater than	Higher	Pro
254	immigration	greater than	Higher	Pro
255	immigration	less than	Higher	Anti
255	immigration	less than	Higher	Anti
256	immigration	greater than	Lower	Anti
256	immigration	greater than	Lower	Anti
4	immigration	greater than	Lower	Anti
4	immigration	greater than	Lower	Anti
257	immigration	less than	Lower	Pro
257	immigration	less than	Lower	Pro
258	immigration	greater than	Neutral	Neutral
258	immigration	greater than	Neutral	Neutral
259	immigration	greater than	Lower	Anti
259	immigration	greater than	Lower	Anti
260	immigration	less than	Lower	Pro
260	immigration	less than	Lower	Pro
381	immigration	less than	Higher	Anti
381	immigration	less than	Higher	Anti
8	immigration	greater than	Lower	Anti
8	immigration	greater than	Lower	Anti
9	immigration	greater than	Lower	Anti
9	immigration	greater than	Lower	Anti
10	immigration	greater than	Lower	Anti
10	immigration	greater than	Lower	Anti
262	immigration	less than	Lower	Pro
262	immigration	less than	Lower	Pro
263	immigration	greater than	Lower	Anti
263	immigration	greater than	Lower	Anti
14	immigration	greater than	Higher	Pro
14	immigration	greater than	Higher	Pro
84	immigration	less than	Lower	Pro
84	immigration	less than	Lower	Pro
12	immigration	greater than	Higher	Pro
12	immigration	greater than	Higher	Pro
15	immigration	less than	Lower	Pro
15	immigration	less than	Lower	Pro
380	immigration	less than	Lower	Pro
380	immigration	less than	Lower	Pro
13	immigration	greater than	Lower	Anti
13	immigration	greater than	Lower	Anti
266	immigration	less than	Higher	Anti
266	immigration	less than	Higher	Anti
16	immigration	greater than	Lower	Anti
16	immigration	greater than	Lower	Anti
265	immigration	greater than	Lower	Anti
265	immigration	greater than	Lower	Anti
268	immigration	less than	Lower	Pro
268	immigration	less than	Lower	Pro
20	immigration	greater than	Lower	Anti
20	immigration	greater than	Lower	Anti
379	immigration	greater than	Lower	Anti
379	immigration	greater than	Lower	Anti
82	immigration	less than	Higher	Anti
82	immigration	less than	Higher	Anti
18	immigration	less than	Lower	Pro
18	immigration	less than	Lower	Pro
378	immigration	less than	Lower	Pro
378	immigration	less than	Lower	Pro
271	immigration	greater than	Lower	Anti
271	immigration	greater than	Lower	Anti
83	immigration	less than	Neutral	Neutral
83	immigration	less than	Neutral	Neutral
21	immigration	less than	Lower	Pro
21	immigration	less than	Lower	Pro
377	immigration	greater than	Higher	Pro
377	immigration	greater than	Higher	Pro
376	immigration	greater than	Lower	Anti
376	immigration	greater than	Lower	Anti
374	immigration	less than	Lower	Pro
374	immigration	less than	Lower	Pro
273	immigration	greater than	Lower	Anti
273	immigration	greater than	Lower	Anti
80	immigration	less than	Lower	Pro
80	immigration	less than	Lower	Pro
81	immigration	less than	Lower	Pro
81	immigration	less than	Lower	Pro
24	immigration	greater than	Lower	Anti
24	immigration	greater than	Lower	Anti
375	immigration	less than	Lower	Pro
375	immigration	less than	Lower	Pro
25	immigration	less than	Lower	Pro
25	immigration	less than	Lower	Pro
274	immigration	greater than	Lower	Anti
274	immigration	greater than	Lower	Anti
27	immigration	greater than	Higher	Pro
27	immigration	greater than	Higher	Pro
276	immigration	less than	Lower	Pro
276	immigration	less than	Lower	Pro
29	immigration	greater than	Lower	Anti
29	immigration	greater than	Lower	Anti
28	immigration	greater than	Higher	Pro
28	immigration	greater than	Higher	Pro
372	immigration	less than	Lower	Pro
372	immigration	less than	Lower	Pro
277	immigration	greater than	Lower	Anti
277	immigration	greater than	Lower	Anti
279	immigration	less than	Lower	Pro
279	immigration	less than	Lower	Pro
31	immigration	greater than	Lower	Anti
31	immigration	greater than	Lower	Anti
30	immigration	less than	Lower	Pro
30	immigration	less than	Lower	Pro
281	immigration	greater than	Lower	Anti
281	immigration	greater than	Lower	Anti
35	immigration	greater than	Lower	Anti
35	immigration	greater than	Lower	Anti
34	immigration	greater than	Neutral	Neutral
34	immigration	greater than	Neutral	Neutral
282	immigration	less than	Lower	Pro
282	immigration	less than	Lower	Pro
371	immigration	less than	Lower	Pro
371	immigration	less than	Lower	Pro
33	immigration	greater than	Lower	Anti
33	immigration	greater than	Lower	Anti
369	immigration	less than	Lower	Pro
369	immigration	less than	Lower	Pro
40	immigration	less than	Lower	Pro
40	immigration	less than	Lower	Pro
272	immigration	greater than	Higher	Pro
272	immigration	greater than	Higher	Pro
283	immigration	less than	Lower	Pro
283	immigration	less than	Lower	Pro
286	immigration	greater than	Lower	Anti
286	immigration	greater than	Lower	Anti
42	immigration	less than	Lower	Pro
42	immigration	less than	Lower	Pro
370	immigration	less than	Lower	Pro
370	immigration	less than	Lower	Pro
287	immigration	less than	Higher	Anti
287	immigration	less than	Higher	Anti
41	immigration	less than	Lower	Pro
41	immigration	less than	Lower	Pro
285	immigration	less than	Lower	Pro
285	immigration	less than	Lower	Pro
368	immigration	greater than	Lower	Anti
368	immigration	greater than	Lower	Anti
288	immigration	less than	Lower	Pro
288	immigration	less than	Lower	Pro
39	immigration	less than	Lower	Pro
39	immigration	less than	Lower	Pro
38	immigration	less than	Higher	Anti
38	immigration	less than	Higher	Anti
290	immigration	greater than	Lower	Anti
290	immigration	greater than	Lower	Anti
44	immigration	greater than	Lower	Anti
44	immigration	greater than	Lower	Anti
45	immigration	greater than	Higher	Pro
45	immigration	greater than	Higher	Pro
291	immigration	greater than	Lower	Anti
291	immigration	greater than	Lower	Anti
293	immigration	less than	Lower	Pro
293	immigration	less than	Lower	Pro
47	immigration	greater than	Higher	Pro
47	immigration	greater than	Higher	Pro
79	immigration	less than	Higher	Anti
79	immigration	less than	Higher	Anti
46	immigration	greater than	Lower	Anti
46	immigration	greater than	Lower	Anti
50	immigration	less than	Lower	Pro
50	immigration	less than	Lower	Pro
298	immigration	less than	Higher	Anti
298	immigration	less than	Higher	Anti
43	immigration	less than	Lower	Pro
43	immigration	less than	Lower	Pro
294	immigration	less than	Lower	Pro
294	immigration	less than	Lower	Pro
296	immigration	greater than	Lower	Anti
296	immigration	greater than	Lower	Anti
297	immigration	greater than	Lower	Anti
297	immigration	greater than	Lower	Anti
52	immigration	less than	Higher	Anti
52	immigration	less than	Higher	Anti
366	immigration	less than	Higher	Anti
366	immigration	less than	Higher	Anti
56	immigration	less than	Higher	Anti
56	immigration	less than	Higher	Anti
365	immigration	less than	Lower	Pro
365	immigration	less than	Lower	Pro
63	immigration	less than	Lower	Pro
63	immigration	less than	Lower	Pro
304	immigration	greater than	Higher	Pro
304	immigration	greater than	Higher	Pro
58	immigration	greater than	Lower	Anti
58	immigration	greater than	Lower	Anti
306	immigration	greater than	Lower	Anti
306	immigration	greater than	Lower	Anti
51	immigration	less than	Lower	Pro
51	immigration	less than	Lower	Pro
302	immigration	less than	Lower	Pro
302	immigration	less than	Lower	Pro
54	immigration	less than	Lower	Pro
54	immigration	less than	Lower	Pro
57	immigration	greater than	Lower	Anti
57	immigration	greater than	Lower	Anti
60	immigration	less than	Lower	Pro
60	immigration	less than	Lower	Pro
364	immigration	greater than	Lower	Anti
364	immigration	greater than	Lower	Anti
53	immigration	less than	Lower	Pro
53	immigration	less than	Lower	Pro
280	immigration	less than	Higher	Anti
280	immigration	less than	Higher	Anti
301	immigration	less than	Lower	Pro
301	immigration	less than	Lower	Pro
65	immigration	greater than	Lower	Anti
65	immigration	greater than	Lower	Anti
55	immigration	less than	Lower	Pro
55	immigration	less than	Lower	Pro
307	immigration	less than	Lower	Pro
307	immigration	less than	Lower	Pro
305	immigration	less than	Higher	Anti
305	immigration	less than	Higher	Anti
308	immigration	less than	Lower	Pro
308	immigration	less than	Lower	Pro
300	immigration	less than	Lower	Pro
300	immigration	less than	Lower	Pro
59	immigration	greater than	Lower	Anti
59	immigration	greater than	Lower	Anti
270	immigration	greater than	Higher	Pro
270	immigration	greater than	Higher	Pro
309	immigration	greater than	Lower	Anti
309	immigration	greater than	Lower	Anti
71	immigration	greater than	Lower	Anti
71	immigration	greater than	Lower	Anti
310	immigration	less than	Lower	Pro
310	immigration	less than	Lower	Pro
68	immigration	greater than	Higher	Pro
68	immigration	greater than	Higher	Pro
299	immigration	greater than	Lower	Anti
299	immigration	greater than	Lower	Anti
367	immigration	greater than	Lower	Anti
367	immigration	greater than	Lower	Anti
295	immigration	less than	Lower	Pro
295	immigration	less than	Lower	Pro
48	immigration	less than	Higher	Anti
48	immigration	less than	Higher	Anti
37	immigration	less than	Lower	Pro
37	immigration	less than	Lower	Pro
36	immigration	greater than	Lower	Anti
36	immigration	greater than	Lower	Anti
284	immigration	greater than	Lower	Anti
284	immigration	greater than	Lower	Anti
278	immigration	less than	Lower	Pro
278	immigration	less than	Lower	Pro
23	immigration	less than	Lower	Pro
23	immigration	less than	Lower	Pro
275	immigration	less than	Higher	Anti
275	immigration	less than	Higher	Anti
26	immigration	less than	Lower	Pro
26	immigration	less than	Lower	Pro
373	immigration	less than	Lower	Pro
373	immigration	less than	Lower	Pro
19	immigration	less than	Lower	Pro
19	immigration	less than	Lower	Pro
269	immigration	less than	Lower	Pro
269	immigration	less than	Lower	Pro
17	immigration	greater than	Lower	Anti
17	immigration	greater than	Lower	Anti
267	immigration	greater than	Lower	Anti
267	immigration	greater than	Lower	Anti
264	immigration	less than	Lower	Pro
264	immigration	less than	Lower	Pro
11	immigration	less than	Higher	Anti
11	immigration	less than	Higher	Anti
261	immigration	greater than	Lower	Anti
261	immigration	greater than	Lower	Anti
7	immigration	less than	Lower	Pro
7	immigration	less than	Lower	Pro
6	immigration	greater than	Lower	Anti
6	immigration	greater than	Lower	Anti
5	immigration	greater than	Lower	Anti
5	immigration	greater than	Lower	Anti
292	immigration	less than	Higher	Anti
292	immigration	less than	Higher	Anti
32	immigration	less than	Lower	Pro
32	immigration	less than	Lower	Pro
49	immigration	greater than	Lower	Anti
49	immigration	greater than	Lower	Anti
61	immigration	greater than	Lower	Anti
61	immigration	greater than	Lower	Anti
312	immigration	less than	Higher	Anti
312	immigration	less than	Higher	Anti
70	immigration	greater than	Lower	Anti
70	immigration	greater than	Lower	Anti
77	immigration	less than	Higher	Anti
77	immigration	less than	Higher	Anti
72	immigration	greater than	Lower	Anti
72	immigration	greater than	Lower	Anti
316	immigration	less than	Lower	Pro
316	immigration	less than	Lower	Pro
76	immigration	less than	Neutral	Neutral
76	immigration	less than	Neutral	Neutral
317	immigration	less than	Neutral	Neutral
317	immigration	less than	Neutral	Neutral
363	immigration	greater than	Higher	Pro
363	immigration	greater than	Higher	Pro
73	immigration	greater than	Lower	Anti
73	immigration	greater than	Lower	Anti
318	immigration	greater than	Lower	Anti
318	immigration	greater than	Lower	Anti
78	immigration	greater than	Lower	Anti
78	immigration	greater than	Lower	Anti
85	immigration	greater than	Lower	Anti
85	immigration	greater than	Lower	Anti
67	immigration	greater than	Lower	Anti
67	immigration	greater than	Lower	Anti
326	immigration	greater than	Lower	Anti
326	immigration	greater than	Lower	Anti
91	immigration	greater than	Lower	Anti
91	immigration	greater than	Lower	Anti
323	immigration	greater than	Lower	Anti
323	immigration	greater than	Lower	Anti
69	immigration	greater than	Lower	Anti
69	immigration	greater than	Lower	Anti
86	immigration	greater than	Higher	Pro
86	immigration	greater than	Higher	Pro
315	immigration	greater than	Lower	Anti
315	immigration	greater than	Lower	Anti
324	immigration	greater than	Higher	Pro
324	immigration	greater than	Higher	Pro
383	immigration	less than	Lower	Pro
383	immigration	less than	Lower	Pro
320	immigration	less than	Lower	Pro
320	immigration	less than	Lower	Pro
327	immigration	greater than	Higher	Pro
327	immigration	greater than	Higher	Pro
328	immigration	greater than	Lower	Anti
328	immigration	greater than	Lower	Anti
88	immigration	greater than	Neutral	Neutral
88	immigration	greater than	Neutral	Neutral
322	immigration	less than	Lower	Pro
322	immigration	less than	Lower	Pro
89	immigration	less than	Lower	Pro
89	immigration	less than	Lower	Pro
331	immigration	greater than	Lower	Anti
331	immigration	greater than	Lower	Anti
362	immigration	less than	Lower	Pro
362	immigration	less than	Lower	Pro
97	immigration	greater than	Lower	Anti
97	immigration	greater than	Lower	Anti
332	immigration	greater than	Higher	Pro
332	immigration	greater than	Higher	Pro
313	immigration	less than	Lower	Pro
313	immigration	less than	Lower	Pro
98	immigration	greater than	Lower	Anti
98	immigration	greater than	Lower	Anti
325	immigration	greater than	Lower	Anti
325	immigration	greater than	Lower	Anti
329	immigration	less than	Lower	Pro
329	immigration	less than	Lower	Pro
66	immigration	less than	Lower	Pro
66	immigration	less than	Lower	Pro
333	immigration	greater than	Lower	Anti
333	immigration	greater than	Lower	Anti
336	immigration	less than	Lower	Pro
336	immigration	less than	Lower	Pro
337	immigration	less than	Lower	Pro
337	immigration	less than	Lower	Pro
334	immigration	greater than	Lower	Anti
334	immigration	greater than	Lower	Anti
314	immigration	less than	Lower	Pro
314	immigration	less than	Lower	Pro
108	immigration	less than	Neutral	Neutral
108	immigration	less than	Neutral	Neutral
101	immigration	less than	Lower	Pro
101	immigration	less than	Lower	Pro
106	immigration	less than	Lower	Pro
106	immigration	less than	Lower	Pro
105	immigration	less than	Lower	Pro
105	immigration	less than	Lower	Pro
62	immigration	greater than	Higher	Pro
62	immigration	greater than	Higher	Pro
109	immigration	greater than	Lower	Anti
109	immigration	greater than	Lower	Anti
107	immigration	greater than	Higher	Pro
107	immigration	greater than	Higher	Pro
92	immigration	greater than	Lower	Anti
92	immigration	greater than	Lower	Anti
330	immigration	less than	Lower	Pro
330	immigration	less than	Lower	Pro
342	immigration	greater than	Lower	Anti
342	immigration	greater than	Lower	Anti
111	immigration	greater than	Lower	Anti
111	immigration	greater than	Lower	Anti
338	immigration	less than	Lower	Pro
338	immigration	less than	Lower	Pro
345	immigration	greater than	Higher	Pro
345	immigration	greater than	Higher	Pro
289	immigration	less than	Higher	Anti
289	immigration	less than	Higher	Anti
344	immigration	less than	Higher	Anti
344	immigration	less than	Higher	Anti
112	immigration	less than	Lower	Pro
112	immigration	less than	Lower	Pro
100	immigration	less than	Lower	Pro
100	immigration	less than	Lower	Pro
343	immigration	greater than	Lower	Anti
343	immigration	greater than	Lower	Anti
99	immigration	less than	Lower	Pro
99	immigration	less than	Lower	Pro
75	immigration	less than	Lower	Pro
75	immigration	less than	Lower	Pro
94	immigration	greater than	Lower	Anti
94	immigration	greater than	Lower	Anti
93	immigration	less than	Lower	Pro
93	immigration	less than	Lower	Pro
96	immigration	less than	Lower	Pro
96	immigration	less than	Lower	Pro
321	immigration	less than	Lower	Pro
321	immigration	less than	Lower	Pro
87	immigration	less than	Lower	Pro
87	immigration	less than	Lower	Pro
90	immigration	less than	Lower	Pro
90	immigration	less than	Lower	Pro
113	immigration	greater than	Lower	Anti
113	immigration	greater than	Lower	Anti
102	immigration	less than	Lower	Pro
102	immigration	less than	Lower	Pro
110	immigration	greater than	Lower	Anti
110	immigration	greater than	Lower	Anti
115	immigration	greater than	Lower	Anti
115	immigration	greater than	Lower	Anti
95	immigration	greater than	Lower	Anti
95	immigration	greater than	Lower	Anti
103	immigration	less than	Lower	Pro
103	immigration	less than	Lower	Pro
339	immigration	less than	Lower	Pro
339	immigration	less than	Lower	Pro
350	immigration	greater than	Lower	Anti
350	immigration	greater than	Lower	Anti
341	immigration	less than	Lower	Pro
341	immigration	less than	Lower	Pro
114	immigration	less than	Lower	Pro
114	immigration	less than	Lower	Pro
335	immigration	less than	Lower	Pro
335	immigration	less than	Lower	Pro
351	immigration	greater than	Lower	Anti
351	immigration	greater than	Lower	Anti
349	immigration	less than	Lower	Pro
349	immigration	less than	Lower	Pro
348	immigration	less than	Lower	Pro
348	immigration	less than	Lower	Pro
104	immigration	greater than	Neutral	Neutral
104	immigration	greater than	Neutral	Neutral
319	immigration	greater than	Lower	Anti
319	immigration	greater than	Lower	Anti
356	immigration	less than	Lower	Pro
356	immigration	less than	Lower	Pro
352	immigration	greater than	Lower	Anti
352	immigration	greater than	Lower	Anti
118	immigration	less than	Lower	Pro
118	immigration	less than	Lower	Pro
116	immigration	less than	Neutral	Neutral
116	immigration	less than	Neutral	Neutral
117	immigration	less than	Lower	Pro
117	immigration	less than	Lower	Pro
354	immigration	greater than	Lower	Anti
354	immigration	greater than	Lower	Anti
346	immigration	greater than	Lower	Anti
346	immigration	greater than	Lower	Anti
120	immigration	greater than	Lower	Anti
120	immigration	greater than	Lower	Anti
74	immigration	less than	Lower	Pro
74	immigration	less than	Lower	Pro
122	immigration	greater than	Lower	Anti
122	immigration	greater than	Lower	Anti
124	immigration	less than	Higher	Anti
124	immigration	less than	Higher	Anti
123	immigration	greater than	Lower	Anti
123	immigration	greater than	Lower	Anti
359	immigration	less than	Lower	Pro
359	immigration	less than	Lower	Pro
303	immigration	less than	Higher	Anti
303	immigration	less than	Higher	Anti
357	immigration	greater than	Lower	Anti
357	immigration	greater than	Lower	Anti
361	immigration	less than	Lower	Pro
361	immigration	less than	Lower	Pro
121	immigration	less than	Lower	Pro
121	immigration	less than	Lower	Pro
340	immigration	greater than	Higher	Pro
340	immigration	greater than	Higher	Pro
127	immigration	less than	Lower	Pro
127	immigration	less than	Lower	Pro
353	immigration	greater than	Higher	Pro
353	immigration	greater than	Higher	Pro
128	immigration	greater than	Lower	Anti
128	immigration	greater than	Lower	Anti
129	immigration	greater than	Lower	Anti
129	immigration	greater than	Lower	Anti
347	immigration	less than	Lower	Pro
347	immigration	less than	Lower	Pro
311	immigration	less than	Lower	Pro
311	immigration	less than	Lower	Pro
386	immigration	less than	Lower	Pro
386	immigration	less than	Lower	Pro
384	immigration	greater than	Lower	Anti
384	immigration	greater than	Lower	Anti
64	immigration	less than	Lower	Pro
64	immigration	less than	Lower	Pro
133	immigration	less than	Lower	Pro
133	immigration	less than	Lower	Pro
125	immigration	greater than	Lower	Anti
125	immigration	greater than	Lower	Anti
360	immigration	less than	Lower	Pro
360	immigration	less than	Lower	Pro
387	immigration	less than	Lower	Pro
387	immigration	less than	Lower	Pro
385	immigration	greater than	Lower	Anti
385	immigration	greater than	Lower	Anti
389	immigration	greater than	Lower	Anti
389	immigration	greater than	Lower	Anti
119	immigration	greater than	Lower	Anti
119	immigration	greater than	Lower	Anti
126	immigration	less than	Lower	Pro
126	immigration	less than	Lower	Pro
132	immigration	less than	Lower	Pro
132	immigration	less than	Lower	Pro
390	immigration	greater than	Lower	Anti
390	immigration	greater than	Lower	Anti
391	immigration	less than	Higher	Anti
391	immigration	less than	Higher	Anti
134	immigration	greater than	Lower	Anti
134	immigration	greater than	Lower	Anti
135	immigration	greater than	Lower	Anti
135	immigration	greater than	Lower	Anti
131	immigration	greater than	Lower	Anti
131	immigration	greater than	Lower	Anti
388	immigration	less than	Lower	Pro
388	immigration	less than	Lower	Pro
393	immigration	greater than	Lower	Anti
393	immigration	greater than	Lower	Anti
392	immigration	greater than	Higher	Pro
392	immigration	greater than	Higher	Pro
396	immigration	less than	Lower	Pro
396	immigration	less than	Lower	Pro
138	immigration	greater than	Lower	Anti
138	immigration	greater than	Lower	Anti
136	immigration	greater than	Higher	Pro
136	immigration	greater than	Higher	Pro
139	immigration	less than	Higher	Anti
139	immigration	less than	Higher	Anti
504	immigration	less than	Lower	Pro
504	immigration	less than	Lower	Pro
397	immigration	greater than	Lower	Anti
397	immigration	greater than	Lower	Anti
395	immigration	greater than	Higher	Pro
395	immigration	greater than	Higher	Pro
394	immigration	greater than	Higher	Pro
394	immigration	greater than	Higher	Pro
142	immigration	less than	Lower	Pro
142	immigration	less than	Lower	Pro
141	immigration	greater than	Higher	Pro
141	immigration	greater than	Higher	Pro
137	immigration	less than	Higher	Anti
137	immigration	less than	Higher	Anti
145	immigration	greater than	Lower	Anti
145	immigration	greater than	Lower	Anti
22	immigration	less than	Lower	Pro
22	immigration	less than	Lower	Pro
144	immigration	less than	Higher	Anti
144	immigration	less than	Higher	Anti
400	immigration	greater than	Lower	Anti
400	immigration	greater than	Lower	Anti
146	immigration	greater than	Higher	Pro
146	immigration	greater than	Higher	Pro
398	immigration	less than	Higher	Anti
398	immigration	less than	Higher	Anti
148	immigration	less than	Higher	Anti
148	immigration	less than	Higher	Anti
140	immigration	greater than	Lower	Anti
140	immigration	greater than	Lower	Anti
503	immigration	greater than	Lower	Anti
503	immigration	greater than	Lower	Anti
399	immigration	less than	Lower	Pro
399	immigration	less than	Lower	Pro
401	immigration	less than	Higher	Anti
401	immigration	less than	Higher	Anti
149	immigration	greater than	Higher	Pro
149	immigration	greater than	Higher	Pro
143	immigration	less than	Lower	Pro
143	immigration	less than	Lower	Pro
403	immigration	greater than	Lower	Anti
403	immigration	greater than	Lower	Anti
147	immigration	less than	Lower	Pro
147	immigration	less than	Lower	Pro
150	immigration	greater than	Higher	Pro
150	immigration	greater than	Higher	Pro
153	immigration	greater than	Higher	Pro
153	immigration	greater than	Higher	Pro
152	immigration	greater than	Higher	Pro
152	immigration	greater than	Higher	Pro
404	immigration	less than	Higher	Anti
404	immigration	less than	Higher	Anti
154	immigration	greater than	Lower	Anti
154	immigration	greater than	Lower	Anti
358	immigration	less than	Lower	Pro
358	immigration	less than	Lower	Pro
151	immigration	less than	Lower	Pro
151	immigration	less than	Lower	Pro
402	immigration	less than	Higher	Anti
402	immigration	less than	Higher	Anti
130	immigration	greater than	Lower	Anti
130	immigration	greater than	Lower	Anti
155	immigration	less than	Lower	Pro
155	immigration	less than	Lower	Pro
500	immigration	less than	Lower	Pro
500	immigration	less than	Lower	Pro
156	immigration	greater than	Lower	Anti
156	immigration	greater than	Lower	Anti
406	immigration	less than	Lower	Pro
406	immigration	less than	Lower	Pro
502	immigration	greater than	Higher	Pro
502	immigration	greater than	Higher	Pro
408	immigration	less than	Higher	Anti
408	immigration	less than	Higher	Anti
407	immigration	greater than	Higher	Pro
407	immigration	greater than	Higher	Pro
161	immigration	greater than	Lower	Anti
161	immigration	greater than	Lower	Anti
409	immigration	greater than	Higher	Pro
409	immigration	greater than	Higher	Pro
159	immigration	greater than	Higher	Pro
159	immigration	greater than	Higher	Pro
411	immigration	greater than	Higher	Pro
411	immigration	greater than	Higher	Pro
410	immigration	less than	Lower	Pro
410	immigration	less than	Lower	Pro
163	immigration	less than	Higher	Anti
163	immigration	less than	Higher	Anti
412	immigration	greater than	Higher	Pro
412	immigration	greater than	Higher	Pro
497	immigration	less than	Higher	Anti
497	immigration	less than	Higher	Anti
495	immigration	less than	Lower	Pro
495	immigration	less than	Lower	Pro
167	immigration	greater than	Higher	Pro
167	immigration	greater than	Higher	Pro
355	immigration	less than	Lower	Pro
355	immigration	less than	Lower	Pro
168	immigration	less than	Higher	Anti
168	immigration	less than	Higher	Anti
416	immigration	greater than	Higher	Pro
416	immigration	greater than	Higher	Pro
415	immigration	less than	Lower	Pro
415	immigration	less than	Lower	Pro
170	immigration	less than	Neutral	Neutral
170	immigration	less than	Neutral	Neutral
417	immigration	greater than	Lower	Anti
417	immigration	greater than	Lower	Anti
493	immigration	greater than	Higher	Pro
493	immigration	greater than	Higher	Pro
171	immigration	less than	Higher	Anti
171	immigration	less than	Higher	Anti
419	immigration	greater than	Higher	Pro
419	immigration	greater than	Higher	Pro
420	immigration	greater than	Higher	Pro
420	immigration	greater than	Higher	Pro
173	immigration	greater than	Higher	Pro
173	immigration	greater than	Higher	Pro
172	immigration	less than	Higher	Anti
172	immigration	less than	Higher	Anti
421	immigration	less than	Higher	Anti
421	immigration	less than	Higher	Anti
418	immigration	greater than	Higher	Pro
418	immigration	greater than	Higher	Pro
176	immigration	less than	Higher	Anti
176	immigration	less than	Higher	Anti
175	immigration	greater than	Lower	Anti
175	immigration	greater than	Lower	Anti
423	immigration	greater than	Higher	Pro
423	immigration	greater than	Higher	Pro
177	immigration	greater than	Neutral	Neutral
177	immigration	greater than	Neutral	Neutral
424	immigration	greater than	Higher	Pro
424	immigration	greater than	Higher	Pro
422	immigration	greater than	Lower	Anti
422	immigration	greater than	Lower	Anti
426	immigration	greater than	Higher	Pro
426	immigration	greater than	Higher	Pro
178	immigration	greater than	Higher	Pro
178	immigration	greater than	Higher	Pro
425	immigration	greater than	Higher	Pro
425	immigration	greater than	Higher	Pro
180	immigration	greater than	Higher	Pro
180	immigration	greater than	Higher	Pro
174	immigration	less than	Higher	Anti
174	immigration	less than	Higher	Anti
181	immigration	less than	Higher	Anti
181	immigration	less than	Higher	Anti
430	immigration	greater than	Higher	Pro
430	immigration	greater than	Higher	Pro
183	immigration	less than	Higher	Anti
183	immigration	less than	Higher	Anti
184	immigration	greater than	Higher	Pro
184	immigration	greater than	Higher	Pro
432	immigration	less than	Higher	Anti
432	immigration	less than	Higher	Anti
491	immigration	less than	Higher	Anti
491	immigration	less than	Higher	Anti
188	immigration	greater than	Higher	Pro
188	immigration	greater than	Higher	Pro
189	immigration	greater than	Higher	Pro
189	immigration	greater than	Higher	Pro
433	immigration	greater than	Higher	Pro
433	immigration	greater than	Higher	Pro
191	immigration	greater than	Higher	Pro
191	immigration	greater than	Higher	Pro
435	immigration	less than	Higher	Anti
435	immigration	less than	Higher	Anti
192	immigration	greater than	Higher	Pro
192	immigration	greater than	Higher	Pro
193	immigration	less than	Lower	Pro
193	immigration	less than	Lower	Pro
489	immigration	greater than	Higher	Pro
489	immigration	greater than	Higher	Pro
485	immigration	less than	Higher	Anti
485	immigration	less than	Higher	Anti
199	immigration	less than	Higher	Anti
199	immigration	less than	Higher	Anti
436	immigration	less than	Higher	Anti
436	immigration	less than	Higher	Anti
200	immigration	greater than	Higher	Pro
200	immigration	greater than	Higher	Pro
201	immigration	less than	Higher	Anti
201	immigration	less than	Higher	Anti
439	immigration	greater than	Higher	Pro
439	immigration	greater than	Higher	Pro
440	immigration	greater than	Higher	Pro
440	immigration	greater than	Higher	Pro
203	immigration	greater than	Higher	Pro
203	immigration	greater than	Higher	Pro
441	immigration	greater than	Higher	Pro
441	immigration	greater than	Higher	Pro
204	immigration	greater than	Higher	Pro
204	immigration	greater than	Higher	Pro
483	immigration	greater than	Higher	Pro
483	immigration	greater than	Higher	Pro
482	immigration	greater than	Higher	Pro
482	immigration	greater than	Higher	Pro
206	immigration	greater than	Higher	Pro
206	immigration	greater than	Higher	Pro
481	immigration	less than	Neutral	Neutral
481	immigration	less than	Neutral	Neutral
442	immigration	greater than	Higher	Pro
442	immigration	greater than	Higher	Pro
208	immigration	greater than	Higher	Pro
208	immigration	greater than	Higher	Pro
209	immigration	greater than	Higher	Pro
209	immigration	greater than	Higher	Pro
443	immigration	less than	Higher	Anti
443	immigration	less than	Higher	Anti
210	immigration	less than	Lower	Pro
210	immigration	less than	Lower	Pro
444	immigration	less than	Higher	Anti
444	immigration	less than	Higher	Anti
211	immigration	less than	Higher	Anti
211	immigration	less than	Higher	Anti
212	immigration	greater than	Higher	Pro
212	immigration	greater than	Higher	Pro
445	immigration	less than	Neutral	Neutral
445	immigration	less than	Neutral	Neutral
446	immigration	greater than	Higher	Pro
446	immigration	greater than	Higher	Pro
213	immigration	greater than	Higher	Pro
213	immigration	greater than	Higher	Pro
214	immigration	less than	Neutral	Neutral
214	immigration	less than	Neutral	Neutral
480	immigration	less than	Higher	Anti
480	immigration	less than	Higher	Anti
215	immigration	less than	Higher	Anti
215	immigration	less than	Higher	Anti
447	immigration	greater than	Higher	Pro
447	immigration	greater than	Higher	Pro
217	immigration	less than	Higher	Anti
217	immigration	less than	Higher	Anti
218	immigration	less than	Higher	Anti
218	immigration	less than	Higher	Anti
220	immigration	less than	Higher	Anti
220	immigration	less than	Higher	Anti
453	immigration	greater than	Higher	Pro
453	immigration	greater than	Higher	Pro
221	immigration	less than	Neutral	Neutral
221	immigration	less than	Neutral	Neutral
479	immigration	greater than	Higher	Pro
479	immigration	greater than	Higher	Pro
223	immigration	greater than	Higher	Pro
223	immigration	greater than	Higher	Pro
224	immigration	less than	Higher	Anti
224	immigration	less than	Higher	Anti
225	immigration	less than	Higher	Anti
225	immigration	less than	Higher	Anti
455	immigration	greater than	Lower	Anti
455	immigration	greater than	Lower	Anti
456	immigration	less than	Higher	Anti
456	immigration	less than	Higher	Anti
228	immigration	greater than	Higher	Pro
228	immigration	greater than	Higher	Pro
229	immigration	less than	Higher	Anti
229	immigration	less than	Higher	Anti
458	immigration	greater than	Higher	Pro
458	immigration	greater than	Higher	Pro
230	immigration	greater than	Higher	Pro
230	immigration	greater than	Higher	Pro
231	immigration	greater than	Higher	Pro
231	immigration	greater than	Higher	Pro
459	immigration	less than	Higher	Anti
459	immigration	less than	Higher	Anti
460	immigration	greater than	Higher	Pro
460	immigration	greater than	Higher	Pro
235	immigration	greater than	Higher	Pro
235	immigration	greater than	Higher	Pro
462	immigration	greater than	Higher	Pro
462	immigration	greater than	Higher	Pro
236	immigration	less than	Lower	Pro
236	immigration	less than	Lower	Pro
238	immigration	less than	Neutral	Neutral
238	immigration	less than	Neutral	Neutral
463	immigration	greater than	Higher	Pro
463	immigration	greater than	Higher	Pro
239	immigration	less than	Higher	Anti
239	immigration	less than	Higher	Anti
464	immigration	less than	Higher	Anti
464	immigration	less than	Higher	Anti
465	immigration	greater than	Higher	Pro
465	immigration	greater than	Higher	Pro
240	immigration	less than	Higher	Anti
240	immigration	less than	Higher	Anti
466	immigration	less than	Higher	Anti
466	immigration	less than	Higher	Anti
241	immigration	greater than	Higher	Pro
241	immigration	greater than	Higher	Pro
467	immigration	less than	Higher	Anti
467	immigration	less than	Higher	Anti
468	immigration	greater than	Lower	Anti
468	immigration	greater than	Lower	Anti
242	immigration	greater than	Higher	Pro
242	immigration	greater than	Higher	Pro
243	immigration	greater than	Lower	Anti
243	immigration	greater than	Lower	Anti
469	immigration	greater than	Higher	Pro
469	immigration	greater than	Higher	Pro
244	immigration	less than	Lower	Pro
244	immigration	less than	Lower	Pro
475	immigration	less than	Neutral	Neutral
475	immigration	less than	Neutral	Neutral
246	immigration	less than	Neutral	Neutral
246	immigration	less than	Neutral	Neutral
245	immigration	less than	Higher	Anti
245	immigration	less than	Higher	Anti
470	immigration	less than	Lower	Pro
470	immigration	less than	Lower	Pro
247	immigration	less than	Higher	Anti
247	immigration	less than	Higher	Anti
474	immigration	greater than	Lower	Anti
474	immigration	greater than	Lower	Anti
249	immigration	greater than	Lower	Anti
249	immigration	greater than	Lower	Anti
471	immigration	greater than	Higher	Pro
471	immigration	greater than	Higher	Pro
472	immigration	less than	Lower	Pro
472	immigration	less than	Lower	Pro
473	immigration	less than	Lower	Pro
473	immigration	less than	Lower	Pro
251	immigration	less than	Higher	Anti
251	immigration	less than	Higher	Anti
250	immigration	less than	Neutral	Neutral
250	immigration	less than	Neutral	Neutral
248	immigration	greater than	Higher	Pro
248	immigration	greater than	Higher	Pro
476	immigration	less than	Neutral	Neutral
476	immigration	less than	Neutral	Neutral
237	immigration	less than	Neutral	Neutral
237	immigration	less than	Neutral	Neutral
461	immigration	less than	Higher	Anti
461	immigration	less than	Higher	Anti
234	immigration	greater than	Higher	Pro
234	immigration	greater than	Higher	Pro
233	immigration	less than	Higher	Anti
233	immigration	less than	Higher	Anti
477	immigration	less than	Higher	Anti
477	immigration	less than	Higher	Anti
232	immigration	greater than	Higher	Pro
232	immigration	greater than	Higher	Pro
478	immigration	greater than	Higher	Pro
478	immigration	greater than	Higher	Pro
457	immigration	less than	Higher	Anti
457	immigration	less than	Higher	Anti
227	immigration	greater than	Higher	Pro
227	immigration	greater than	Higher	Pro
226	immigration	greater than	Higher	Pro
226	immigration	greater than	Higher	Pro
454	immigration	greater than	Higher	Pro
454	immigration	greater than	Higher	Pro
222	immigration	less than	Higher	Anti
222	immigration	less than	Higher	Anti
452	immigration	less than	Higher	Anti
452	immigration	less than	Higher	Anti
451	immigration	greater than	Higher	Pro
451	immigration	greater than	Higher	Pro
450	immigration	greater than	Higher	Pro
450	immigration	greater than	Higher	Pro
219	immigration	less than	Higher	Anti
219	immigration	less than	Higher	Anti
449	immigration	less than	Higher	Anti
449	immigration	less than	Higher	Anti
448	immigration	greater than	Higher	Pro
448	immigration	greater than	Higher	Pro
216	immigration	less than	Lower	Pro
216	immigration	less than	Lower	Pro
207	immigration	less than	Higher	Anti
207	immigration	less than	Higher	Anti
205	immigration	greater than	Higher	Pro
205	immigration	greater than	Higher	Pro
202	immigration	less than	Higher	Anti
202	immigration	less than	Higher	Anti
484	immigration	less than	Higher	Anti
484	immigration	less than	Higher	Anti
438	immigration	less than	Higher	Anti
438	immigration	less than	Higher	Anti
437	immigration	less than	Higher	Anti
437	immigration	less than	Higher	Anti
198	immigration	less than	Neutral	Neutral
198	immigration	less than	Neutral	Neutral
197	immigration	less than	Higher	Anti
197	immigration	less than	Higher	Anti
486	immigration	greater than	Higher	Pro
486	immigration	greater than	Higher	Pro
487	immigration	greater than	Higher	Pro
487	immigration	greater than	Higher	Pro
196	immigration	greater than	Higher	Pro
196	immigration	greater than	Higher	Pro
195	immigration	greater than	Higher	Pro
195	immigration	greater than	Higher	Pro
488	immigration	less than	Higher	Anti
488	immigration	less than	Higher	Anti
194	immigration	less than	Higher	Anti
194	immigration	less than	Higher	Anti
490	immigration	less than	Higher	Anti
490	immigration	less than	Higher	Anti
434	immigration	less than	Higher	Anti
434	immigration	less than	Higher	Anti
190	immigration	less than	Higher	Anti
190	immigration	less than	Higher	Anti
187	immigration	less than	Higher	Anti
187	immigration	less than	Higher	Anti
186	immigration	greater than	Higher	Pro
186	immigration	greater than	Higher	Pro
185	immigration	less than	Higher	Anti
185	immigration	less than	Higher	Anti
492	immigration	less than	Higher	Anti
492	immigration	less than	Higher	Anti
182	immigration	less than	Higher	Anti
182	immigration	less than	Higher	Anti
429	immigration	greater than	Higher	Pro
429	immigration	greater than	Higher	Pro
428	immigration	greater than	Higher	Pro
428	immigration	greater than	Higher	Pro
427	immigration	greater than	Higher	Pro
427	immigration	greater than	Higher	Pro
179	immigration	greater than	Lower	Anti
179	immigration	greater than	Lower	Anti
169	immigration	greater than	Higher	Pro
169	immigration	greater than	Higher	Pro
494	immigration	less than	Lower	Pro
494	immigration	less than	Lower	Pro
414	immigration	less than	Higher	Anti
414	immigration	less than	Higher	Anti
496	immigration	less than	Higher	Anti
496	immigration	less than	Higher	Anti
166	immigration	greater than	Higher	Pro
166	immigration	greater than	Higher	Pro
164	immigration	less than	Higher	Anti
164	immigration	less than	Higher	Anti
413	immigration	greater than	Lower	Anti
413	immigration	greater than	Lower	Anti
165	immigration	less than	Lower	Pro
165	immigration	less than	Lower	Pro
499	immigration	less than	Neutral	Neutral
499	immigration	less than	Neutral	Neutral
162	immigration	less than	Lower	Pro
162	immigration	less than	Lower	Pro
157	immigration	greater than	Lower	Anti
157	immigration	greater than	Lower	Anti
498	immigration	greater than	Higher	Pro
498	immigration	greater than	Higher	Pro
160	immigration	greater than	Higher	Pro
160	immigration	greater than	Higher	Pro
158	immigration	less than	Lower	Pro
158	immigration	less than	Lower	Pro
501	immigration	less than	Higher	Anti
501	immigration	less than	Higher	Anti
405	immigration	greater than	Higher	Pro
405	immigration	greater than	Higher	Pro
431	immigration	less than	Higher	Anti
431	immigration	less than	Higher	Anti

data_mot %>% 
  select(ideo_motive) %>% 
  datasummary_skim(., type = "categorical")

ideo_motive	N	%
Anti	5144	47.8
Neutral	398	3.7
Pro	5220	48.5

Quick mean check for this one

data_mot %>%
  group_by(question_topic, ideo_motive) %>%
  filter(Screen != "Question") %>% 
  summarize(mean_response = mean(as.numeric(response), na.rm = TRUE)) %>% 
  tt()

`summarise()` has grouped output by 'question_topic'. You can override using the
`.groups` argument.

question_topic	ideo_motive	mean_response
adoption	Anti	48.3
adoption	Neutral	57.1
adoption	Pro	56.3
brain	Anti	54.3
brain	Neutral	53.4
brain	Pro	57.7
cats	Anti	60.7
cats	Neutral	65.7
cats	Pro	58.2
climate	Anti	51.6
climate	Neutral	58.1
climate	Pro	57.1
discrimination	Anti	47.4
discrimination	Neutral	51.9
discrimination	Pro	58.2
fakenews_performance	Anti	51.2
fakenews_performance	Pro	56.5
gender	Anti	53.3
gender	Neutral	48.0
gender	Pro	52.8
gonogo_performance	Anti	50.0
gonogo_performance	Pro	58.3
immigration	Anti	48.1
immigration	Neutral	59.0
immigration	Pro	61.3
punishment	Anti	51.9
punishment	Neutral	52.7
punishment	Pro	53.6
teaculture	Anti	55.4
teaculture	Neutral	62.0
teaculture	Pro	51.5

And now also create a table for news_source x ideo_motive

datasummary_crosstab(ideo_motive ~ news_source, data = data_mot)

ideo_motive		Fake	True	All
Anti	N	2450	2686	5144
	% row	47.6	52.2	100.0
Neutral	N	194	204	398
	% row	48.7	51.3	100.0
Pro	N	2686	2516	5220
	% row	51.5	48.2	100.0
All	N	5334	5410	10770
	% row	49.5	50.2	100.0

Add ideo_motive_strength

Note to my future self: You will find that ideo_strength is not NA for the neutral topics. This is based on the way you joined the dfs and NOT an issue. The code below ensures that ideo_motive_strength is NA whenever ideo_motive is NA.

data_mot <- data_mot %>%
  mutate(ideo_motive_strength = case_when(
    is.na(ideo_motive) ~ NA_character_,  
    ideo_motive == "Anti" & ideo_strength == 3 ~ "Anti-strong",
    ideo_motive == "Anti" & ideo_strength == 2 ~ "Anti-moderate",
    ideo_motive == "Anti" & ideo_strength == 1 ~ "Anti-weak",
    ideo_motive == "Pro" & ideo_strength == 3 ~ "Pro-strong",
    ideo_motive == "Pro" & ideo_strength == 2 ~ "Pro-moderate",
    ideo_motive == "Pro" & ideo_strength == 1 ~ "Pro-weak",
    ideo_motive == "Neutral" ~ "Neutral",
    TRUE ~ NA_character_
  ))

And check if it all worked as intended:

data_mot %>% 
  filter(question_topic == "climate") %>% 
  select(subj_idx, question_topic, message, 
         ideo_motive, ideo_strength, ideo_motive_strength) %>% 
  tt(theme = "striped")

subj_idx	question_topic	message	ideo_motive	ideo_strength	ideo_motive_strength
252	climate	less than	Anti	2	Anti-moderate
252	climate	less than	Anti	2	Anti-moderate
382	climate	less than	Anti	2	Anti-moderate
382	climate	less than	Anti	2	Anti-moderate
1	climate	greater than	Anti	2	Anti-moderate
1	climate	greater than	Anti	2	Anti-moderate
253	climate	less than	Anti	2	Anti-moderate
253	climate	less than	Anti	2	Anti-moderate
2	climate	less than	Pro	2	Pro-moderate
2	climate	less than	Pro	2	Pro-moderate
3	climate	less than	Anti	1	Anti-weak
3	climate	less than	Anti	1	Anti-weak
254	climate	greater than	Anti	2	Anti-moderate
254	climate	greater than	Anti	2	Anti-moderate
255	climate	greater than	Anti	2	Anti-moderate
255	climate	greater than	Anti	2	Anti-moderate
256	climate	greater than	Pro	1	Pro-weak
256	climate	greater than	Pro	1	Pro-weak
4	climate	greater than	Pro	2	Pro-moderate
4	climate	greater than	Pro	2	Pro-moderate
257	climate	less than	Anti	2	Anti-moderate
257	climate	less than	Anti	2	Anti-moderate
258	climate	less than	Neutral	NA	Neutral
258	climate	less than	Neutral	NA	Neutral
259	climate	greater than	Pro	2	Pro-moderate
259	climate	greater than	Pro	2	Pro-moderate
260	climate	less than	Anti	2	Anti-moderate
260	climate	less than	Anti	2	Anti-moderate
381	climate	less than	Pro	1	Pro-weak
381	climate	less than	Pro	1	Pro-weak
8	climate	greater than	Pro	3	Pro-strong
8	climate	greater than	Pro	3	Pro-strong
9	climate	less than	Anti	2	Anti-moderate
9	climate	less than	Anti	2	Anti-moderate
10	climate	greater than	Pro	2	Pro-moderate
10	climate	greater than	Pro	2	Pro-moderate
262	climate	greater than	Pro	1	Pro-weak
262	climate	greater than	Pro	1	Pro-weak
263	climate	less than	Anti	1	Anti-weak
263	climate	less than	Anti	1	Anti-weak
14	climate	greater than	Anti	1	Anti-weak
14	climate	greater than	Anti	1	Anti-weak
84	climate	greater than	Pro	2	Pro-moderate
84	climate	greater than	Pro	2	Pro-moderate
12	climate	greater than	Anti	3	Anti-strong
12	climate	greater than	Anti	3	Anti-strong
15	climate	greater than	Pro	2	Pro-moderate
15	climate	greater than	Pro	2	Pro-moderate
380	climate	greater than	Pro	2	Pro-moderate
380	climate	greater than	Pro	2	Pro-moderate
13	climate	less than	Anti	1	Anti-weak
13	climate	less than	Anti	1	Anti-weak
266	climate	greater than	Anti	1	Anti-weak
266	climate	greater than	Anti	1	Anti-weak
16	climate	greater than	Pro	2	Pro-moderate
16	climate	greater than	Pro	2	Pro-moderate
265	climate	greater than	Pro	3	Pro-strong
265	climate	greater than	Pro	3	Pro-strong
268	climate	less than	Anti	2	Anti-moderate
268	climate	less than	Anti	2	Anti-moderate
20	climate	less than	Anti	1	Anti-weak
20	climate	less than	Anti	1	Anti-weak
379	climate	greater than	Pro	1	Pro-weak
379	climate	greater than	Pro	1	Pro-weak
82	climate	less than	Pro	1	Pro-weak
82	climate	less than	Pro	1	Pro-weak
18	climate	greater than	Pro	1	Pro-weak
18	climate	greater than	Pro	1	Pro-weak
378	climate	less than	Anti	3	Anti-strong
378	climate	less than	Anti	3	Anti-strong
271	climate	less than	Anti	2	Anti-moderate
271	climate	less than	Anti	2	Anti-moderate
83	climate	greater than	Neutral	NA	Neutral
83	climate	greater than	Neutral	NA	Neutral
21	climate	less than	Anti	1	Anti-weak
21	climate	less than	Anti	1	Anti-weak
377	climate	greater than	Anti	2	Anti-moderate
377	climate	greater than	Anti	2	Anti-moderate
376	climate	less than	Anti	1	Anti-weak
376	climate	less than	Anti	1	Anti-weak
374	climate	greater than	Pro	2	Pro-moderate
374	climate	greater than	Pro	2	Pro-moderate
273	climate	greater than	Pro	1	Pro-weak
273	climate	greater than	Pro	1	Pro-weak
80	climate	less than	Anti	2	Anti-moderate
80	climate	less than	Anti	2	Anti-moderate
81	climate	less than	Anti	1	Anti-weak
81	climate	less than	Anti	1	Anti-weak
24	climate	greater than	Pro	1	Pro-weak
24	climate	greater than	Pro	1	Pro-weak
375	climate	greater than	Pro	2	Pro-moderate
375	climate	greater than	Pro	2	Pro-moderate
25	climate	greater than	Pro	2	Pro-moderate
25	climate	greater than	Pro	2	Pro-moderate
274	climate	greater than	Pro	1	Pro-weak
274	climate	greater than	Pro	1	Pro-weak
27	climate	less than	Pro	2	Pro-moderate
27	climate	less than	Pro	2	Pro-moderate
276	climate	less than	Anti	2	Anti-moderate
276	climate	less than	Anti	2	Anti-moderate
29	climate	greater than	Pro	2	Pro-moderate
29	climate	greater than	Pro	2	Pro-moderate
28	climate	less than	Pro	1	Pro-weak
28	climate	less than	Pro	1	Pro-weak
372	climate	less than	Anti	3	Anti-strong
372	climate	less than	Anti	3	Anti-strong
277	climate	greater than	Pro	1	Pro-weak
277	climate	greater than	Pro	1	Pro-weak
279	climate	less than	Anti	2	Anti-moderate
279	climate	less than	Anti	2	Anti-moderate
31	climate	less than	Anti	1	Anti-weak
31	climate	less than	Anti	1	Anti-weak
30	climate	less than	Anti	2	Anti-moderate
30	climate	less than	Anti	2	Anti-moderate
281	climate	greater than	Pro	2	Pro-moderate
281	climate	greater than	Pro	2	Pro-moderate
35	climate	less than	Anti	1	Anti-weak
35	climate	less than	Anti	1	Anti-weak
34	climate	greater than	Neutral	NA	Neutral
34	climate	greater than	Neutral	NA	Neutral
282	climate	less than	Anti	2	Anti-moderate
282	climate	less than	Anti	2	Anti-moderate
371	climate	greater than	Pro	2	Pro-moderate
371	climate	greater than	Pro	2	Pro-moderate
33	climate	greater than	Pro	2	Pro-moderate
33	climate	greater than	Pro	2	Pro-moderate
369	climate	greater than	Pro	2	Pro-moderate
369	climate	greater than	Pro	2	Pro-moderate
40	climate	less than	Anti	2	Anti-moderate
40	climate	less than	Anti	2	Anti-moderate
272	climate	less than	Pro	2	Pro-moderate
272	climate	less than	Pro	2	Pro-moderate
283	climate	less than	Anti	2	Anti-moderate
283	climate	less than	Anti	2	Anti-moderate
286	climate	less than	Anti	2	Anti-moderate
286	climate	less than	Anti	2	Anti-moderate
42	climate	greater than	Pro	2	Pro-moderate
42	climate	greater than	Pro	2	Pro-moderate
370	climate	less than	Anti	2	Anti-moderate
370	climate	less than	Anti	2	Anti-moderate
287	climate	greater than	Anti	1	Anti-weak
287	climate	greater than	Anti	1	Anti-weak
41	climate	greater than	Pro	2	Pro-moderate
41	climate	greater than	Pro	2	Pro-moderate
285	climate	less than	Anti	2	Anti-moderate
285	climate	less than	Anti	2	Anti-moderate
368	climate	less than	Anti	2	Anti-moderate
368	climate	less than	Anti	2	Anti-moderate
288	climate	greater than	Pro	2	Pro-moderate
288	climate	greater than	Pro	2	Pro-moderate
39	climate	greater than	Pro	2	Pro-moderate
39	climate	greater than	Pro	2	Pro-moderate
38	climate	greater than	Anti	2	Anti-moderate
38	climate	greater than	Anti	2	Anti-moderate
290	climate	less than	Anti	2	Anti-moderate
290	climate	less than	Anti	2	Anti-moderate
44	climate	greater than	Pro	2	Pro-moderate
44	climate	greater than	Pro	2	Pro-moderate
45	climate	less than	Pro	1	Pro-weak
45	climate	less than	Pro	1	Pro-weak
291	climate	less than	Anti	1	Anti-weak
291	climate	less than	Anti	1	Anti-weak
293	climate	less than	Anti	3	Anti-strong
293	climate	less than	Anti	3	Anti-strong
47	climate	greater than	Anti	2	Anti-moderate
47	climate	greater than	Anti	2	Anti-moderate
79	climate	greater than	Anti	1	Anti-weak
79	climate	greater than	Anti	1	Anti-weak
46	climate	less than	Anti	1	Anti-weak
46	climate	less than	Anti	1	Anti-weak
50	climate	less than	Anti	2	Anti-moderate
50	climate	less than	Anti	2	Anti-moderate
298	climate	greater than	Anti	1	Anti-weak
298	climate	greater than	Anti	1	Anti-weak
43	climate	greater than	Pro	2	Pro-moderate
43	climate	greater than	Pro	2	Pro-moderate
294	climate	less than	Anti	2	Anti-moderate
294	climate	less than	Anti	2	Anti-moderate
296	climate	greater than	Pro	1	Pro-weak
296	climate	greater than	Pro	1	Pro-weak
297	climate	less than	Anti	1	Anti-weak
297	climate	less than	Anti	1	Anti-weak
52	climate	greater than	Anti	2	Anti-moderate
52	climate	greater than	Anti	2	Anti-moderate
366	climate	greater than	Anti	2	Anti-moderate
366	climate	greater than	Anti	2	Anti-moderate
56	climate	greater than	Anti	2	Anti-moderate
56	climate	greater than	Anti	2	Anti-moderate
365	climate	less than	Anti	2	Anti-moderate
365	climate	less than	Anti	2	Anti-moderate
63	climate	less than	Anti	2	Anti-moderate
63	climate	less than	Anti	2	Anti-moderate
304	climate	less than	Pro	1	Pro-weak
304	climate	less than	Pro	1	Pro-weak
58	climate	less than	Anti	2	Anti-moderate
58	climate	less than	Anti	2	Anti-moderate
306	climate	less than	Anti	1	Anti-weak
306	climate	less than	Anti	1	Anti-weak
51	climate	greater than	Pro	2	Pro-moderate
51	climate	greater than	Pro	2	Pro-moderate
302	climate	greater than	Pro	2	Pro-moderate
302	climate	greater than	Pro	2	Pro-moderate
54	climate	greater than	Pro	3	Pro-strong
54	climate	greater than	Pro	3	Pro-strong
57	climate	greater than	Pro	2	Pro-moderate
57	climate	greater than	Pro	2	Pro-moderate
60	climate	less than	Anti	2	Anti-moderate
60	climate	less than	Anti	2	Anti-moderate
364	climate	greater than	Pro	3	Pro-strong
364	climate	greater than	Pro	3	Pro-strong
53	climate	greater than	Pro	2	Pro-moderate
53	climate	greater than	Pro	2	Pro-moderate
280	climate	greater than	Anti	1	Anti-weak
280	climate	greater than	Anti	1	Anti-weak
301	climate	greater than	Pro	2	Pro-moderate
301	climate	greater than	Pro	2	Pro-moderate
65	climate	greater than	Pro	2	Pro-moderate
65	climate	greater than	Pro	2	Pro-moderate
55	climate	greater than	Pro	2	Pro-moderate
55	climate	greater than	Pro	2	Pro-moderate
307	climate	less than	Anti	3	Anti-strong
307	climate	less than	Anti	3	Anti-strong
305	climate	less than	Pro	1	Pro-weak
305	climate	less than	Pro	1	Pro-weak
308	climate	greater than	Pro	2	Pro-moderate
308	climate	greater than	Pro	2	Pro-moderate
300	climate	greater than	Pro	2	Pro-moderate
300	climate	greater than	Pro	2	Pro-moderate
59	climate	less than	Anti	1	Anti-weak
59	climate	less than	Anti	1	Anti-weak
270	climate	less than	Pro	2	Pro-moderate
270	climate	less than	Pro	2	Pro-moderate
309	climate	less than	Anti	1	Anti-weak
309	climate	less than	Anti	1	Anti-weak
71	climate	less than	Anti	1	Anti-weak
71	climate	less than	Anti	1	Anti-weak
310	climate	greater than	Pro	1	Pro-weak
310	climate	greater than	Pro	1	Pro-weak
68	climate	greater than	Anti	1	Anti-weak
68	climate	greater than	Anti	1	Anti-weak
299	climate	greater than	Pro	2	Pro-moderate
299	climate	greater than	Pro	2	Pro-moderate
367	climate	greater than	Pro	2	Pro-moderate
367	climate	greater than	Pro	2	Pro-moderate
295	climate	less than	Anti	3	Anti-strong
295	climate	less than	Anti	3	Anti-strong
48	climate	greater than	Anti	1	Anti-weak
48	climate	greater than	Anti	1	Anti-weak
37	climate	greater than	Pro	2	Pro-moderate
37	climate	greater than	Pro	2	Pro-moderate
36	climate	greater than	Pro	2	Pro-moderate
36	climate	greater than	Pro	2	Pro-moderate
284	climate	less than	Anti	2	Anti-moderate
284	climate	less than	Anti	2	Anti-moderate
278	climate	greater than	Pro	2	Pro-moderate
278	climate	greater than	Pro	2	Pro-moderate
23	climate	greater than	Pro	1	Pro-weak
23	climate	greater than	Pro	1	Pro-weak
275	climate	less than	Pro	1	Pro-weak
275	climate	less than	Pro	1	Pro-weak
26	climate	less than	Anti	1	Anti-weak
26	climate	less than	Anti	1	Anti-weak
373	climate	greater than	Pro	2	Pro-moderate
373	climate	greater than	Pro	2	Pro-moderate
19	climate	greater than	Pro	2	Pro-moderate
19	climate	greater than	Pro	2	Pro-moderate
269	climate	greater than	Pro	1	Pro-weak
269	climate	greater than	Pro	1	Pro-weak
17	climate	less than	Anti	2	Anti-moderate
17	climate	less than	Anti	2	Anti-moderate
267	climate	greater than	Pro	2	Pro-moderate
267	climate	greater than	Pro	2	Pro-moderate
264	climate	less than	Anti	1	Anti-weak
264	climate	less than	Anti	1	Anti-weak
11	climate	greater than	Anti	2	Anti-moderate
11	climate	greater than	Anti	2	Anti-moderate
261	climate	less than	Anti	1	Anti-weak
261	climate	less than	Anti	1	Anti-weak
7	climate	greater than	Pro	1	Pro-weak
7	climate	greater than	Pro	1	Pro-weak
6	climate	less than	Anti	3	Anti-strong
6	climate	less than	Anti	3	Anti-strong
5	climate	greater than	Pro	1	Pro-weak
5	climate	greater than	Pro	1	Pro-weak
292	climate	less than	Pro	1	Pro-weak
292	climate	less than	Pro	1	Pro-weak
32	climate	greater than	Pro	2	Pro-moderate
32	climate	greater than	Pro	2	Pro-moderate
49	climate	greater than	Pro	2	Pro-moderate
49	climate	greater than	Pro	2	Pro-moderate
61	climate	less than	Anti	1	Anti-weak
61	climate	less than	Anti	1	Anti-weak
312	climate	greater than	Anti	1	Anti-weak
312	climate	greater than	Anti	1	Anti-weak
70	climate	less than	Anti	2	Anti-moderate
70	climate	less than	Anti	2	Anti-moderate
77	climate	greater than	Anti	1	Anti-weak
77	climate	greater than	Anti	1	Anti-weak
72	climate	greater than	Pro	2	Pro-moderate
72	climate	greater than	Pro	2	Pro-moderate
316	climate	less than	Anti	2	Anti-moderate
316	climate	less than	Anti	2	Anti-moderate
76	climate	greater than	Neutral	NA	Neutral
76	climate	greater than	Neutral	NA	Neutral
317	climate	less than	Neutral	NA	Neutral
317	climate	less than	Neutral	NA	Neutral
363	climate	less than	Pro	2	Pro-moderate
363	climate	less than	Pro	2	Pro-moderate
73	climate	greater than	Pro	2	Pro-moderate
73	climate	greater than	Pro	2	Pro-moderate
318	climate	greater than	Pro	1	Pro-weak
318	climate	greater than	Pro	1	Pro-weak
78	climate	greater than	Pro	2	Pro-moderate
78	climate	greater than	Pro	2	Pro-moderate
85	climate	less than	Anti	2	Anti-moderate
85	climate	less than	Anti	2	Anti-moderate
67	climate	less than	Anti	1	Anti-weak
67	climate	less than	Anti	1	Anti-weak
326	climate	less than	Anti	1	Anti-weak
326	climate	less than	Anti	1	Anti-weak
91	climate	less than	Anti	2	Anti-moderate
91	climate	less than	Anti	2	Anti-moderate
323	climate	greater than	Pro	2	Pro-moderate
323	climate	greater than	Pro	2	Pro-moderate
69	climate	less than	Anti	1	Anti-weak
69	climate	less than	Anti	1	Anti-weak
86	climate	greater than	Anti	2	Anti-moderate
86	climate	greater than	Anti	2	Anti-moderate
315	climate	greater than	Pro	2	Pro-moderate
315	climate	greater than	Pro	2	Pro-moderate
324	climate	greater than	Anti	1	Anti-weak
324	climate	greater than	Anti	1	Anti-weak
383	climate	greater than	Pro	2	Pro-moderate
383	climate	greater than	Pro	2	Pro-moderate
320	climate	less than	Anti	2	Anti-moderate
320	climate	less than	Anti	2	Anti-moderate
327	climate	less than	Pro	1	Pro-weak
327	climate	less than	Pro	1	Pro-weak
328	climate	less than	Anti	2	Anti-moderate
328	climate	less than	Anti	2	Anti-moderate
88	climate	less than	Neutral	NA	Neutral
88	climate	less than	Neutral	NA	Neutral
322	climate	greater than	Pro	2	Pro-moderate
322	climate	greater than	Pro	2	Pro-moderate
89	climate	less than	Anti	3	Anti-strong
89	climate	less than	Anti	3	Anti-strong
331	climate	greater than	Pro	2	Pro-moderate
331	climate	greater than	Pro	2	Pro-moderate
362	climate	less than	Anti	2	Anti-moderate
362	climate	less than	Anti	2	Anti-moderate
97	climate	greater than	Pro	2	Pro-moderate
97	climate	greater than	Pro	2	Pro-moderate
332	climate	less than	Pro	1	Pro-weak
332	climate	less than	Pro	1	Pro-weak
313	climate	greater than	Pro	2	Pro-moderate
313	climate	greater than	Pro	2	Pro-moderate
98	climate	less than	Anti	3	Anti-strong
98	climate	less than	Anti	3	Anti-strong
325	climate	greater than	Pro	2	Pro-moderate
325	climate	greater than	Pro	2	Pro-moderate
329	climate	less than	Anti	2	Anti-moderate
329	climate	less than	Anti	2	Anti-moderate
66	climate	greater than	Pro	1	Pro-weak
66	climate	greater than	Pro	1	Pro-weak
333	climate	greater than	Pro	2	Pro-moderate
333	climate	greater than	Pro	2	Pro-moderate
336	climate	greater than	Pro	2	Pro-moderate
336	climate	greater than	Pro	2	Pro-moderate
337	climate	greater than	Pro	1	Pro-weak
337	climate	greater than	Pro	1	Pro-weak
334	climate	less than	Anti	2	Anti-moderate
334	climate	less than	Anti	2	Anti-moderate
314	climate	greater than	Pro	1	Pro-weak
314	climate	greater than	Pro	1	Pro-weak
108	climate	greater than	Neutral	NA	Neutral
108	climate	greater than	Neutral	NA	Neutral
101	climate	less than	Anti	2	Anti-moderate
101	climate	less than	Anti	2	Anti-moderate
106	climate	less than	Anti	2	Anti-moderate
106	climate	less than	Anti	2	Anti-moderate
105	climate	greater than	Pro	1	Pro-weak
105	climate	greater than	Pro	1	Pro-weak
62	climate	greater than	Anti	3	Anti-strong
62	climate	greater than	Anti	3	Anti-strong
109	climate	greater than	Pro	3	Pro-strong
109	climate	greater than	Pro	3	Pro-strong
107	climate	greater than	Anti	2	Anti-moderate
107	climate	greater than	Anti	2	Anti-moderate
330	climate	less than	Anti	2	Anti-moderate
330	climate	less than	Anti	2	Anti-moderate
342	climate	less than	Anti	1	Anti-weak
342	climate	less than	Anti	1	Anti-weak
111	climate	less than	Anti	2	Anti-moderate
111	climate	less than	Anti	2	Anti-moderate
338	climate	greater than	Pro	2	Pro-moderate
338	climate	greater than	Pro	2	Pro-moderate
345	climate	greater than	Anti	1	Anti-weak
345	climate	greater than	Anti	1	Anti-weak
289	climate	greater than	Anti	1	Anti-weak
289	climate	greater than	Anti	1	Anti-weak
344	climate	less than	Pro	2	Pro-moderate
344	climate	less than	Pro	2	Pro-moderate
112	climate	greater than	Pro	2	Pro-moderate
112	climate	greater than	Pro	2	Pro-moderate
100	climate	less than	Anti	2	Anti-moderate
100	climate	less than	Anti	2	Anti-moderate
343	climate	less than	Anti	1	Anti-weak
343	climate	less than	Anti	1	Anti-weak
99	climate	less than	Anti	1	Anti-weak
99	climate	less than	Anti	1	Anti-weak
75	climate	less than	Anti	2	Anti-moderate
75	climate	less than	Anti	2	Anti-moderate
94	climate	greater than	Pro	3	Pro-strong
94	climate	greater than	Pro	3	Pro-strong
93	climate	greater than	Pro	2	Pro-moderate
93	climate	greater than	Pro	2	Pro-moderate
96	climate	greater than	Pro	2	Pro-moderate
96	climate	greater than	Pro	2	Pro-moderate
321	climate	less than	Anti	2	Anti-moderate
321	climate	less than	Anti	2	Anti-moderate
87	climate	less than	Anti	2	Anti-moderate
87	climate	less than	Anti	2	Anti-moderate
90	climate	less than	Anti	2	Anti-moderate
90	climate	less than	Anti	2	Anti-moderate
113	climate	greater than	Pro	2	Pro-moderate
113	climate	greater than	Pro	2	Pro-moderate
102	climate	greater than	Pro	2	Pro-moderate
102	climate	greater than	Pro	2	Pro-moderate
110	climate	less than	Anti	1	Anti-weak
110	climate	less than	Anti	1	Anti-weak
115	climate	greater than	Pro	2	Pro-moderate
115	climate	greater than	Pro	2	Pro-moderate
95	climate	greater than	Pro	2	Pro-moderate
95	climate	greater than	Pro	2	Pro-moderate
103	climate	greater than	Pro	2	Pro-moderate
103	climate	greater than	Pro	2	Pro-moderate
339	climate	less than	Anti	1	Anti-weak
339	climate	less than	Anti	1	Anti-weak
350	climate	greater than	Pro	2	Pro-moderate
350	climate	greater than	Pro	2	Pro-moderate
341	climate	greater than	Pro	2	Pro-moderate
341	climate	greater than	Pro	2	Pro-moderate
114	climate	greater than	Pro	2	Pro-moderate
114	climate	greater than	Pro	2	Pro-moderate
335	climate	less than	Anti	1	Anti-weak
335	climate	less than	Anti	1	Anti-weak
351	climate	less than	Anti	2	Anti-moderate
351	climate	less than	Anti	2	Anti-moderate
349	climate	greater than	Pro	2	Pro-moderate
349	climate	greater than	Pro	2	Pro-moderate
348	climate	greater than	Pro	1	Pro-weak
348	climate	greater than	Pro	1	Pro-weak
104	climate	less than	Neutral	NA	Neutral
104	climate	less than	Neutral	NA	Neutral
319	climate	less than	Anti	2	Anti-moderate
319	climate	less than	Anti	2	Anti-moderate
356	climate	greater than	Pro	3	Pro-strong
356	climate	greater than	Pro	3	Pro-strong
352	climate	greater than	Pro	2	Pro-moderate
352	climate	greater than	Pro	2	Pro-moderate
118	climate	less than	Anti	1	Anti-weak
118	climate	less than	Anti	1	Anti-weak
116	climate	less than	Neutral	NA	Neutral
116	climate	less than	Neutral	NA	Neutral
117	climate	greater than	Pro	2	Pro-moderate
117	climate	greater than	Pro	2	Pro-moderate
354	climate	less than	Anti	2	Anti-moderate
354	climate	less than	Anti	2	Anti-moderate
346	climate	greater than	Pro	1	Pro-weak
346	climate	greater than	Pro	1	Pro-weak
120	climate	greater than	Pro	2	Pro-moderate
120	climate	greater than	Pro	2	Pro-moderate
74	climate	greater than	Pro	2	Pro-moderate
74	climate	greater than	Pro	2	Pro-moderate
122	climate	less than	Anti	1	Anti-weak
122	climate	less than	Anti	1	Anti-weak
124	climate	less than	Pro	2	Pro-moderate
124	climate	less than	Pro	2	Pro-moderate
123	climate	greater than	Pro	2	Pro-moderate
123	climate	greater than	Pro	2	Pro-moderate
359	climate	less than	Anti	2	Anti-moderate
359	climate	less than	Anti	2	Anti-moderate
357	climate	greater than	Pro	1	Pro-weak
357	climate	greater than	Pro	1	Pro-weak
361	climate	less than	Anti	1	Anti-weak
361	climate	less than	Anti	1	Anti-weak
121	climate	less than	Anti	2	Anti-moderate
121	climate	less than	Anti	2	Anti-moderate
340	climate	less than	Pro	2	Pro-moderate
340	climate	less than	Pro	2	Pro-moderate
127	climate	less than	Anti	1	Anti-weak
127	climate	less than	Anti	1	Anti-weak
353	climate	less than	Pro	3	Pro-strong
353	climate	less than	Pro	3	Pro-strong
128	climate	greater than	Pro	1	Pro-weak
128	climate	greater than	Pro	1	Pro-weak
129	climate	less than	Anti	2	Anti-moderate
129	climate	less than	Anti	2	Anti-moderate
347	climate	less than	Anti	2	Anti-moderate
347	climate	less than	Anti	2	Anti-moderate
311	climate	less than	Anti	1	Anti-weak
311	climate	less than	Anti	1	Anti-weak
386	climate	greater than	Pro	1	Pro-weak
386	climate	greater than	Pro	1	Pro-weak
384	climate	greater than	Pro	1	Pro-weak
384	climate	greater than	Pro	1	Pro-weak
64	climate	less than	Anti	1	Anti-weak
64	climate	less than	Anti	1	Anti-weak
133	climate	greater than	Pro	1	Pro-weak
133	climate	greater than	Pro	1	Pro-weak
125	climate	less than	Anti	1	Anti-weak
125	climate	less than	Anti	1	Anti-weak
360	climate	greater than	Pro	3	Pro-strong
360	climate	greater than	Pro	3	Pro-strong
387	climate	greater than	Pro	2	Pro-moderate
387	climate	greater than	Pro	2	Pro-moderate
385	climate	greater than	Pro	2	Pro-moderate
385	climate	greater than	Pro	2	Pro-moderate
389	climate	greater than	Pro	2	Pro-moderate
389	climate	greater than	Pro	2	Pro-moderate
119	climate	greater than	Pro	2	Pro-moderate
119	climate	greater than	Pro	2	Pro-moderate
126	climate	less than	Anti	3	Anti-strong
126	climate	less than	Anti	3	Anti-strong
132	climate	less than	Anti	2	Anti-moderate
132	climate	less than	Anti	2	Anti-moderate
390	climate	greater than	Pro	1	Pro-weak
390	climate	greater than	Pro	1	Pro-weak
391	climate	greater than	Anti	2	Anti-moderate
391	climate	greater than	Anti	2	Anti-moderate
134	climate	greater than	Pro	1	Pro-weak
134	climate	greater than	Pro	1	Pro-weak
135	climate	greater than	Pro	2	Pro-moderate
135	climate	greater than	Pro	2	Pro-moderate
131	climate	greater than	Pro	2	Pro-moderate
131	climate	greater than	Pro	2	Pro-moderate
388	climate	less than	Anti	2	Anti-moderate
388	climate	less than	Anti	2	Anti-moderate
393	climate	greater than	Pro	3	Pro-strong
393	climate	greater than	Pro	3	Pro-strong
392	climate	less than	Pro	1	Pro-weak
392	climate	less than	Pro	1	Pro-weak
396	climate	less than	Anti	2	Anti-moderate
396	climate	less than	Anti	2	Anti-moderate
138	climate	greater than	Pro	2	Pro-moderate
138	climate	greater than	Pro	2	Pro-moderate
136	climate	greater than	Anti	2	Anti-moderate
136	climate	greater than	Anti	2	Anti-moderate
139	climate	less than	Pro	1	Pro-weak
139	climate	less than	Pro	1	Pro-weak
504	climate	less than	Anti	2	Anti-moderate
504	climate	less than	Anti	2	Anti-moderate
397	climate	greater than	Pro	1	Pro-weak
397	climate	greater than	Pro	1	Pro-weak
395	climate	greater than	Anti	2	Anti-moderate
395	climate	greater than	Anti	2	Anti-moderate
394	climate	greater than	Anti	1	Anti-weak
394	climate	greater than	Anti	1	Anti-weak
142	climate	less than	Anti	2	Anti-moderate
142	climate	less than	Anti	2	Anti-moderate
141	climate	greater than	Anti	2	Anti-moderate
141	climate	greater than	Anti	2	Anti-moderate
137	climate	less than	Pro	2	Pro-moderate
137	climate	less than	Pro	2	Pro-moderate
145	climate	greater than	Pro	1	Pro-weak
145	climate	greater than	Pro	1	Pro-weak
22	climate	less than	Anti	2	Anti-moderate
22	climate	less than	Anti	2	Anti-moderate
144	climate	less than	Pro	2	Pro-moderate
144	climate	less than	Pro	2	Pro-moderate
400	climate	greater than	Pro	1	Pro-weak
400	climate	greater than	Pro	1	Pro-weak
146	climate	greater than	Anti	2	Anti-moderate
146	climate	greater than	Anti	2	Anti-moderate
398	climate	greater than	Anti	1	Anti-weak
398	climate	greater than	Anti	1	Anti-weak
148	climate	greater than	Anti	1	Anti-weak
148	climate	greater than	Anti	1	Anti-weak
140	climate	greater than	Pro	2	Pro-moderate
140	climate	greater than	Pro	2	Pro-moderate
503	climate	less than	Anti	2	Anti-moderate
503	climate	less than	Anti	2	Anti-moderate
399	climate	less than	Anti	1	Anti-weak
399	climate	less than	Anti	1	Anti-weak
401	climate	greater than	Anti	1	Anti-weak
401	climate	greater than	Anti	1	Anti-weak
149	climate	greater than	Anti	2	Anti-moderate
149	climate	greater than	Anti	2	Anti-moderate
143	climate	less than	Anti	3	Anti-strong
143	climate	less than	Anti	3	Anti-strong
403	climate	less than	Anti	1	Anti-weak
403	climate	less than	Anti	1	Anti-weak
147	climate	greater than	Pro	2	Pro-moderate
147	climate	greater than	Pro	2	Pro-moderate
150	climate	greater than	Anti	1	Anti-weak
150	climate	greater than	Anti	1	Anti-weak
153	climate	less than	Pro	1	Pro-weak
153	climate	less than	Pro	1	Pro-weak
152	climate	less than	Pro	3	Pro-strong
152	climate	less than	Pro	3	Pro-strong
404	climate	greater than	Anti	1	Anti-weak
404	climate	greater than	Anti	1	Anti-weak
154	climate	less than	Anti	1	Anti-weak
154	climate	less than	Anti	1	Anti-weak
358	climate	greater than	Pro	1	Pro-weak
358	climate	greater than	Pro	1	Pro-weak
151	climate	less than	Anti	1	Anti-weak
151	climate	less than	Anti	1	Anti-weak
402	climate	less than	Pro	1	Pro-weak
402	climate	less than	Pro	1	Pro-weak
130	climate	greater than	Pro	2	Pro-moderate
130	climate	greater than	Pro	2	Pro-moderate
155	climate	greater than	Pro	1	Pro-weak
155	climate	greater than	Pro	1	Pro-weak
500	climate	less than	Anti	1	Anti-weak
500	climate	less than	Anti	1	Anti-weak
156	climate	less than	Anti	3	Anti-strong
156	climate	less than	Anti	3	Anti-strong
406	climate	greater than	Pro	2	Pro-moderate
406	climate	greater than	Pro	2	Pro-moderate
502	climate	greater than	Anti	2	Anti-moderate
502	climate	greater than	Anti	2	Anti-moderate
408	climate	less than	Pro	1	Pro-weak
408	climate	less than	Pro	1	Pro-weak
407	climate	greater than	Anti	2	Anti-moderate
407	climate	greater than	Anti	2	Anti-moderate
161	climate	greater than	Pro	2	Pro-moderate
161	climate	greater than	Pro	2	Pro-moderate
409	climate	less than	Pro	1	Pro-weak
409	climate	less than	Pro	1	Pro-weak
159	climate	greater than	Anti	2	Anti-moderate
159	climate	greater than	Anti	2	Anti-moderate
411	climate	less than	Pro	1	Pro-weak
411	climate	less than	Pro	1	Pro-weak
410	climate	greater than	Pro	2	Pro-moderate
410	climate	greater than	Pro	2	Pro-moderate
163	climate	greater than	Anti	2	Anti-moderate
163	climate	greater than	Anti	2	Anti-moderate
412	climate	greater than	Anti	1	Anti-weak
412	climate	greater than	Anti	1	Anti-weak
497	climate	greater than	Anti	1	Anti-weak
497	climate	greater than	Anti	1	Anti-weak
495	climate	less than	Anti	2	Anti-moderate
495	climate	less than	Anti	2	Anti-moderate
167	climate	greater than	Anti	2	Anti-moderate
167	climate	greater than	Anti	2	Anti-moderate
355	climate	less than	Anti	3	Anti-strong
355	climate	less than	Anti	3	Anti-strong
168	climate	greater than	Anti	1	Anti-weak
168	climate	greater than	Anti	1	Anti-weak
416	climate	greater than	Anti	2	Anti-moderate
416	climate	greater than	Anti	2	Anti-moderate
415	climate	greater than	Pro	2	Pro-moderate
415	climate	greater than	Pro	2	Pro-moderate
170	climate	greater than	Neutral	NA	Neutral
170	climate	greater than	Neutral	NA	Neutral
417	climate	greater than	Pro	2	Pro-moderate
417	climate	greater than	Pro	2	Pro-moderate
493	climate	greater than	Anti	1	Anti-weak
493	climate	greater than	Anti	1	Anti-weak
171	climate	greater than	Anti	3	Anti-strong
171	climate	greater than	Anti	3	Anti-strong
419	climate	greater than	Anti	1	Anti-weak
419	climate	greater than	Anti	1	Anti-weak
420	climate	greater than	Anti	2	Anti-moderate
420	climate	greater than	Anti	2	Anti-moderate
173	climate	greater than	Anti	1	Anti-weak
173	climate	greater than	Anti	1	Anti-weak
172	climate	less than	Pro	2	Pro-moderate
172	climate	less than	Pro	2	Pro-moderate
421	climate	less than	Pro	1	Pro-weak
421	climate	less than	Pro	1	Pro-weak
418	climate	greater than	Anti	2	Anti-moderate
418	climate	greater than	Anti	2	Anti-moderate
176	climate	less than	Pro	1	Pro-weak
176	climate	less than	Pro	1	Pro-weak
175	climate	greater than	Pro	1	Pro-weak
175	climate	greater than	Pro	1	Pro-weak
423	climate	less than	Pro	2	Pro-moderate
423	climate	less than	Pro	2	Pro-moderate
177	climate	greater than	Neutral	NA	Neutral
177	climate	greater than	Neutral	NA	Neutral
424	climate	less than	Pro	1	Pro-weak
424	climate	less than	Pro	1	Pro-weak
422	climate	greater than	Pro	2	Pro-moderate
422	climate	greater than	Pro	2	Pro-moderate
426	climate	less than	Pro	1	Pro-weak
426	climate	less than	Pro	1	Pro-weak
178	climate	greater than	Anti	1	Anti-weak
178	climate	greater than	Anti	1	Anti-weak
425	climate	less than	Pro	2	Pro-moderate
425	climate	less than	Pro	2	Pro-moderate
180	climate	less than	Pro	1	Pro-weak
180	climate	less than	Pro	1	Pro-weak
174	climate	greater than	Anti	1	Anti-weak
174	climate	greater than	Anti	1	Anti-weak
181	climate	greater than	Anti	2	Anti-moderate
181	climate	greater than	Anti	2	Anti-moderate
430	climate	greater than	Anti	1	Anti-weak
430	climate	greater than	Anti	1	Anti-weak
183	climate	less than	Pro	3	Pro-strong
183	climate	less than	Pro	3	Pro-strong
184	climate	less than	Pro	1	Pro-weak
184	climate	less than	Pro	1	Pro-weak
432	climate	less than	Pro	1	Pro-weak
432	climate	less than	Pro	1	Pro-weak
491	climate	less than	Pro	1	Pro-weak
491	climate	less than	Pro	1	Pro-weak
188	climate	less than	Pro	2	Pro-moderate
188	climate	less than	Pro	2	Pro-moderate
189	climate	less than	Pro	1	Pro-weak
189	climate	less than	Pro	1	Pro-weak
433	climate	less than	Pro	1	Pro-weak
433	climate	less than	Pro	1	Pro-weak
191	climate	greater than	Anti	2	Anti-moderate
191	climate	greater than	Anti	2	Anti-moderate
435	climate	greater than	Anti	1	Anti-weak
435	climate	greater than	Anti	1	Anti-weak
192	climate	greater than	Anti	2	Anti-moderate
192	climate	greater than	Anti	2	Anti-moderate
193	climate	less than	Anti	2	Anti-moderate
193	climate	less than	Anti	2	Anti-moderate
489	climate	less than	Pro	2	Pro-moderate
489	climate	less than	Pro	2	Pro-moderate
485	climate	less than	Pro	1	Pro-weak
485	climate	less than	Pro	1	Pro-weak
199	climate	less than	Pro	2	Pro-moderate
199	climate	less than	Pro	2	Pro-moderate
436	climate	less than	Pro	2	Pro-moderate
436	climate	less than	Pro	2	Pro-moderate
200	climate	less than	Pro	2	Pro-moderate
200	climate	less than	Pro	2	Pro-moderate
201	climate	less than	Pro	1	Pro-weak
201	climate	less than	Pro	1	Pro-weak
439	climate	less than	Pro	2	Pro-moderate
439	climate	less than	Pro	2	Pro-moderate
440	climate	greater than	Anti	1	Anti-weak
440	climate	greater than	Anti	1	Anti-weak
203	climate	less than	Pro	1	Pro-weak
203	climate	less than	Pro	1	Pro-weak
441	climate	less than	Pro	1	Pro-weak
441	climate	less than	Pro	1	Pro-weak
204	climate	less than	Pro	1	Pro-weak
204	climate	less than	Pro	1	Pro-weak
483	climate	greater than	Anti	1	Anti-weak
483	climate	greater than	Anti	1	Anti-weak
482	climate	greater than	Anti	1	Anti-weak
482	climate	greater than	Anti	1	Anti-weak
206	climate	greater than	Anti	2	Anti-moderate
206	climate	greater than	Anti	2	Anti-moderate
481	climate	less than	Neutral	NA	Neutral
481	climate	less than	Neutral	NA	Neutral
442	climate	greater than	Anti	1	Anti-weak
442	climate	greater than	Anti	1	Anti-weak
208	climate	greater than	Anti	1	Anti-weak
208	climate	greater than	Anti	1	Anti-weak
209	climate	greater than	Anti	1	Anti-weak
209	climate	greater than	Anti	1	Anti-weak
443	climate	greater than	Anti	3	Anti-strong
443	climate	greater than	Anti	3	Anti-strong
210	climate	greater than	Pro	1	Pro-weak
210	climate	greater than	Pro	1	Pro-weak
444	climate	less than	Pro	1	Pro-weak
444	climate	less than	Pro	1	Pro-weak
211	climate	greater than	Anti	1	Anti-weak
211	climate	greater than	Anti	1	Anti-weak
212	climate	greater than	Anti	3	Anti-strong
212	climate	greater than	Anti	3	Anti-strong
445	climate	greater than	Neutral	NA	Neutral
445	climate	greater than	Neutral	NA	Neutral
446	climate	less than	Pro	1	Pro-weak
446	climate	less than	Pro	1	Pro-weak
213	climate	less than	Pro	2	Pro-moderate
213	climate	less than	Pro	2	Pro-moderate
214	climate	less than	Neutral	NA	Neutral
214	climate	less than	Neutral	NA	Neutral
480	climate	less than	Pro	1	Pro-weak
480	climate	less than	Pro	1	Pro-weak
215	climate	greater than	Anti	2	Anti-moderate
215	climate	greater than	Anti	2	Anti-moderate
447	climate	less than	Pro	1	Pro-weak
447	climate	less than	Pro	1	Pro-weak
217	climate	greater than	Anti	2	Anti-moderate
217	climate	greater than	Anti	2	Anti-moderate
218	climate	less than	Pro	2	Pro-moderate
218	climate	less than	Pro	2	Pro-moderate
220	climate	greater than	Anti	2	Anti-moderate
220	climate	greater than	Anti	2	Anti-moderate
453	climate	less than	Pro	2	Pro-moderate
453	climate	less than	Pro	2	Pro-moderate
221	climate	less than	Neutral	NA	Neutral
221	climate	less than	Neutral	NA	Neutral
479	climate	greater than	Anti	2	Anti-moderate
479	climate	greater than	Anti	2	Anti-moderate
223	climate	greater than	Anti	1	Anti-weak
223	climate	greater than	Anti	1	Anti-weak
224	climate	greater than	Anti	1	Anti-weak
224	climate	greater than	Anti	1	Anti-weak
225	climate	greater than	Anti	1	Anti-weak
225	climate	greater than	Anti	1	Anti-weak
455	climate	greater than	Pro	3	Pro-strong
455	climate	greater than	Pro	3	Pro-strong
456	climate	less than	Pro	2	Pro-moderate
456	climate	less than	Pro	2	Pro-moderate
228	climate	greater than	Anti	1	Anti-weak
228	climate	greater than	Anti	1	Anti-weak
229	climate	less than	Pro	1	Pro-weak
229	climate	less than	Pro	1	Pro-weak
458	climate	greater than	Anti	3	Anti-strong
458	climate	greater than	Anti	3	Anti-strong
230	climate	greater than	Anti	2	Anti-moderate
230	climate	greater than	Anti	2	Anti-moderate
231	climate	less than	Pro	2	Pro-moderate
231	climate	less than	Pro	2	Pro-moderate
459	climate	less than	Pro	1	Pro-weak
459	climate	less than	Pro	1	Pro-weak
460	climate	less than	Pro	1	Pro-weak
460	climate	less than	Pro	1	Pro-weak
235	climate	less than	Pro	2	Pro-moderate
235	climate	less than	Pro	2	Pro-moderate
462	climate	greater than	Anti	1	Anti-weak
462	climate	greater than	Anti	1	Anti-weak
236	climate	greater than	Pro	1	Pro-weak
236	climate	greater than	Pro	1	Pro-weak
238	climate	less than	Neutral	NA	Neutral
238	climate	less than	Neutral	NA	Neutral
463	climate	greater than	Anti	1	Anti-weak
463	climate	greater than	Anti	1	Anti-weak
239	climate	greater than	Anti	2	Anti-moderate
239	climate	greater than	Anti	2	Anti-moderate
464	climate	greater than	Anti	2	Anti-moderate
464	climate	greater than	Anti	2	Anti-moderate
465	climate	less than	Pro	1	Pro-weak
465	climate	less than	Pro	1	Pro-weak
240	climate	less than	Pro	1	Pro-weak
240	climate	less than	Pro	1	Pro-weak
466	climate	less than	Pro	2	Pro-moderate
466	climate	less than	Pro	2	Pro-moderate
241	climate	greater than	Anti	1	Anti-weak
241	climate	greater than	Anti	1	Anti-weak
467	climate	less than	Pro	2	Pro-moderate
467	climate	less than	Pro	2	Pro-moderate
468	climate	less than	Anti	2	Anti-moderate
468	climate	less than	Anti	2	Anti-moderate
242	climate	less than	Pro	2	Pro-moderate
242	climate	less than	Pro	2	Pro-moderate
243	climate	less than	Anti	2	Anti-moderate
243	climate	less than	Anti	2	Anti-moderate
469	climate	greater than	Anti	2	Anti-moderate
469	climate	greater than	Anti	2	Anti-moderate
244	climate	less than	Anti	3	Anti-strong
244	climate	less than	Anti	3	Anti-strong
475	climate	less than	Neutral	NA	Neutral
475	climate	less than	Neutral	NA	Neutral
246	climate	less than	Neutral	NA	Neutral
246	climate	less than	Neutral	NA	Neutral
245	climate	greater than	Anti	1	Anti-weak
245	climate	greater than	Anti	1	Anti-weak
470	climate	less than	Anti	2	Anti-moderate
470	climate	less than	Anti	2	Anti-moderate
247	climate	less than	Pro	1	Pro-weak
247	climate	less than	Pro	1	Pro-weak
474	climate	less than	Anti	2	Anti-moderate
474	climate	less than	Anti	2	Anti-moderate
249	climate	greater than	Pro	2	Pro-moderate
249	climate	greater than	Pro	2	Pro-moderate
471	climate	less than	Pro	3	Pro-strong
471	climate	less than	Pro	3	Pro-strong
472	climate	greater than	Pro	2	Pro-moderate
472	climate	greater than	Pro	2	Pro-moderate
473	climate	less than	Anti	2	Anti-moderate
473	climate	less than	Anti	2	Anti-moderate
251	climate	greater than	Anti	2	Anti-moderate
251	climate	greater than	Anti	2	Anti-moderate
250	climate	greater than	Neutral	NA	Neutral
250	climate	greater than	Neutral	NA	Neutral
248	climate	greater than	Anti	1	Anti-weak
248	climate	greater than	Anti	1	Anti-weak
476	climate	greater than	Neutral	NA	Neutral
476	climate	greater than	Neutral	NA	Neutral
237	climate	less than	Neutral	NA	Neutral
237	climate	less than	Neutral	NA	Neutral
461	climate	less than	Pro	2	Pro-moderate
461	climate	less than	Pro	2	Pro-moderate
234	climate	greater than	Anti	1	Anti-weak
234	climate	greater than	Anti	1	Anti-weak
233	climate	less than	Pro	1	Pro-weak
233	climate	less than	Pro	1	Pro-weak
477	climate	less than	Pro	1	Pro-weak
477	climate	less than	Pro	1	Pro-weak
232	climate	less than	Pro	2	Pro-moderate
232	climate	less than	Pro	2	Pro-moderate
478	climate	less than	Pro	2	Pro-moderate
478	climate	less than	Pro	2	Pro-moderate
457	climate	greater than	Anti	1	Anti-weak
457	climate	greater than	Anti	1	Anti-weak
227	climate	less than	Pro	2	Pro-moderate
227	climate	less than	Pro	2	Pro-moderate
226	climate	less than	Pro	2	Pro-moderate
226	climate	less than	Pro	2	Pro-moderate
454	climate	less than	Pro	1	Pro-weak
454	climate	less than	Pro	1	Pro-weak
222	climate	less than	Pro	2	Pro-moderate
222	climate	less than	Pro	2	Pro-moderate
452	climate	greater than	Anti	2	Anti-moderate
452	climate	greater than	Anti	2	Anti-moderate
451	climate	less than	Pro	1	Pro-weak
451	climate	less than	Pro	1	Pro-weak
450	climate	less than	Pro	1	Pro-weak
450	climate	less than	Pro	1	Pro-weak
219	climate	greater than	Anti	1	Anti-weak
219	climate	greater than	Anti	1	Anti-weak
449	climate	greater than	Anti	2	Anti-moderate
449	climate	greater than	Anti	2	Anti-moderate
448	climate	greater than	Anti	1	Anti-weak
448	climate	greater than	Anti	1	Anti-weak
216	climate	less than	Anti	1	Anti-weak
216	climate	less than	Anti	1	Anti-weak
207	climate	less than	Pro	2	Pro-moderate
207	climate	less than	Pro	2	Pro-moderate
205	climate	greater than	Anti	2	Anti-moderate
205	climate	greater than	Anti	2	Anti-moderate
202	climate	less than	Pro	1	Pro-weak
202	climate	less than	Pro	1	Pro-weak
484	climate	greater than	Anti	3	Anti-strong
484	climate	greater than	Anti	3	Anti-strong
438	climate	greater than	Anti	1	Anti-weak
438	climate	greater than	Anti	1	Anti-weak
437	climate	less than	Pro	2	Pro-moderate
437	climate	less than	Pro	2	Pro-moderate
198	climate	less than	Neutral	NA	Neutral
198	climate	less than	Neutral	NA	Neutral
197	climate	greater than	Anti	2	Anti-moderate
197	climate	greater than	Anti	2	Anti-moderate
486	climate	greater than	Anti	2	Anti-moderate
486	climate	greater than	Anti	2	Anti-moderate
487	climate	less than	Pro	2	Pro-moderate
487	climate	less than	Pro	2	Pro-moderate
196	climate	less than	Pro	3	Pro-strong
196	climate	less than	Pro	3	Pro-strong
195	climate	greater than	Anti	2	Anti-moderate
195	climate	greater than	Anti	2	Anti-moderate
488	climate	less than	Pro	1	Pro-weak
488	climate	less than	Pro	1	Pro-weak
194	climate	greater than	Anti	2	Anti-moderate
194	climate	greater than	Anti	2	Anti-moderate
490	climate	less than	Pro	1	Pro-weak
490	climate	less than	Pro	1	Pro-weak
434	climate	greater than	Anti	1	Anti-weak
434	climate	greater than	Anti	1	Anti-weak
190	climate	greater than	Anti	1	Anti-weak
190	climate	greater than	Anti	1	Anti-weak
187	climate	less than	Pro	2	Pro-moderate
187	climate	less than	Pro	2	Pro-moderate
186	climate	less than	Pro	3	Pro-strong
186	climate	less than	Pro	3	Pro-strong
185	climate	less than	Pro	1	Pro-weak
185	climate	less than	Pro	1	Pro-weak
492	climate	greater than	Anti	1	Anti-weak
492	climate	greater than	Anti	1	Anti-weak
182	climate	greater than	Anti	2	Anti-moderate
182	climate	greater than	Anti	2	Anti-moderate
429	climate	less than	Pro	1	Pro-weak
429	climate	less than	Pro	1	Pro-weak
428	climate	greater than	Anti	2	Anti-moderate
428	climate	greater than	Anti	2	Anti-moderate
427	climate	less than	Pro	1	Pro-weak
427	climate	less than	Pro	1	Pro-weak
179	climate	greater than	Pro	2	Pro-moderate
179	climate	greater than	Pro	2	Pro-moderate
169	climate	less than	Pro	2	Pro-moderate
169	climate	less than	Pro	2	Pro-moderate
494	climate	less than	Anti	1	Anti-weak
494	climate	less than	Anti	1	Anti-weak
414	climate	greater than	Anti	2	Anti-moderate
414	climate	greater than	Anti	2	Anti-moderate
496	climate	greater than	Anti	1	Anti-weak
496	climate	greater than	Anti	1	Anti-weak
166	climate	greater than	Anti	3	Anti-strong
166	climate	greater than	Anti	3	Anti-strong
164	climate	greater than	Anti	2	Anti-moderate
164	climate	greater than	Anti	2	Anti-moderate
413	climate	less than	Anti	1	Anti-weak
413	climate	less than	Anti	1	Anti-weak
165	climate	less than	Anti	2	Anti-moderate
165	climate	less than	Anti	2	Anti-moderate
499	climate	greater than	Neutral	NA	Neutral
499	climate	greater than	Neutral	NA	Neutral
162	climate	less than	Anti	2	Anti-moderate
162	climate	less than	Anti	2	Anti-moderate
157	climate	less than	Anti	1	Anti-weak
157	climate	less than	Anti	1	Anti-weak
498	climate	greater than	Anti	1	Anti-weak
498	climate	greater than	Anti	1	Anti-weak
160	climate	greater than	Anti	1	Anti-weak
160	climate	greater than	Anti	1	Anti-weak
158	climate	greater than	Pro	1	Pro-weak
158	climate	greater than	Pro	1	Pro-weak
501	climate	less than	Pro	2	Pro-moderate
501	climate	less than	Pro	2	Pro-moderate
405	climate	greater than	Anti	3	Anti-strong
405	climate	greater than	Anti	3	Anti-strong
431	climate	less than	Pro	2	Pro-moderate
431	climate	less than	Pro	2	Pro-moderate

Overlap between issue and ideo motives

Overall overlap

mot_overlap <- data_mot %>%
  filter(!is.na(issue_motive) & !is.na(ideo_motive) & !question_topic %in% 
           c("selfenhancement", "brain", "teaculture", "cats")) %>%
  summarise(same_motive_percentage = mean(issue_motive == ideo_motive) * 100)

tt(mot_overlap)

same_motive_percentage
57.2

Final data frames

Full pre-registered analysis data

Create an analysis data frame with all relevant variables of all participants.

data_analysis <- data_mot %>% 
  mutate(response = as.numeric(response),
         response_proportion = as.numeric(response) / 100,
         across(where(is.character), as.factor),
         issue_motive = factor(issue_motive, 
                               levels = c("Anti", "Neutral", "Pro")),
         issue_strength = as.factor(issue_strength),
         issue_motive_strength = factor(issue_motive_strength,
                                        levels = c("Anti-strong", 
                                                   "Anti-moderate",
                                                   "Neutral",
                                                   "Pro-moderate",
                                                   "Pro-strong"
                                                   )),
         ideo_motive = factor(ideo_motive,
                              levels = c("Anti", "Neutral", "Pro")),
         ideo_strength = as.factor(ideo_strength),
         ideo_motive_strength = factor(ideo_motive_strength,
                                       levels = c("Anti-strong", 
                                                  "Anti-moderate",
                                                  "Anti-weak",
                                                  "Neutral",
                                                  "Pro-weak",
                                                  "Pro-moderate",
                                                  "Pro-strong"
                                                   )),
         ) %>% 
  select(subj_idx:ideology_num,ideo_group,
         partisanship:rt_nogo_avg, 
         Screen:response, response_proportion, rt, 
         correct_answer,
         news_source, issue_motive, issue_strength, issue_motive_strength,
         ideo_motive, ideo_strength, ideo_motive_strength, 
         questionnaire_attention_check, task_attention_check, 
         attention_start, attention_end, issue_direction, ideo_direction)

Robust data

Create another analysis data frame with the same variables but additional filters that were not pre-registered.

• attention_start != “Yes”

• attention_end != “Yes”

• task_attention_check != “passed”

• overall_accuracy < 50

data_robust_analysis <- data_analysis 

# Filter out attention_start != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(attention_start == "Yes")
att_start_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out attention_end != "Yes"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(attention_end == "Yes")
att_end_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out task_attention_check != "passed"
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(task_attention_check == "passed")
att_task_filter <- initial_rows - nrow(data_robust_analysis)

# Filter out overall_accuracy < 50
initial_rows <- nrow(data_robust_analysis)
data_robust_analysis <- data_robust_analysis %>% 
  filter(overall_accuracy >= 50)
att_gng_filter <- initial_rows - nrow(data_robust_analysis)

# Create a tibble with the filter information, including duplicate filter
robust_info <- tibble::tibble(
  Filter = c(
    "Rows removed by attention_start != Yes",
    "Rows removed by attention_end != Yes",
    "Rows removed by task_attention_check != passed",
    "Rows removed by overall_accuracy < 50"
  ),
  n = c(
    att_start_filter,
    att_end_filter,
    att_task_filter,
    att_gng_filter
  )
)

robust_info %>% 
  tt()

Filter	n
Rows removed by attention_start != Yes	22
Rows removed by attention_end != Yes	177
Rows removed by task_attention_check != passed	155
Rows removed by overall_accuracy < 50	86

How many participants made it through all robustness exclusions?

data_robust_analysis %>%
  summarise(num_participants = n_distinct(subj_idx)) %>% 
  pull(num_participants)

[1] 484

Save data

# full processed data frame with all variables
write_csv(data_mot, here("01_data", "analysis", "data_full_processed.csv"), 
          na = "", append = FALSE, col_names = TRUE)

# data frame with selected variables
write_csv(data_analysis, here("01_data", "analysis", "data_analysis.csv"), 
          na = "", append = FALSE, col_names = TRUE)

# data frame for robustness analyses
write_csv(data_robust_analysis, here("01_data", "analysis",
                                     "data_robust_analysis.csv"), 
          na = "", append = FALSE, col_names = TRUE)

save(data_analysis, file = here("01_data", "analysis", "data_analysis.RData"))

save(data_robust_analysis, file = 
       here("01_data", "analysis", "data_robust_analysis.RData"))

save(data_combined, file = here("01_data", "scored", "data_questionnaire_gng_combined.RData"))